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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/spp-net
|
SPP-Net
|
SPP-Net
|
**SPP-Net** is a convolutional neural architecture that employs [spatial pyramid pooling](https://paperswithcode.com/method/spatial-pyramid-pooling) to remove the fixed-size constraint of the network. Specifically, we add an SPP layer on top of the last convolutional layer. The SPP layer pools the features and generates fixed-length outputs, which are then fed into the fully-connected layers (or other classifiers). In other words, we perform some information aggregation at a deeper stage of the network hierarchy (between convolutional layers and fully-connected layers) to avoid the need for cropping or warping at the beginning.
|
{
"title": "Spatial Pyramid Pooling in Deep Convolutional Networks for Visual Recognition",
"url": "https://paperswithcode.com/paper/spatial-pyramid-pooling-in-deep-convolutional"
}
| 2,000 |
http://arxiv.org/abs/1406.4729v4
|
Spatial Pyramid Pooling in Deep Convolutional Networks for Visual Recognition
|
https://github.com/yueruchen/sppnet-pytorch/blob/2aaad15fd4828e78ce0dfa4c9daaba9d27cae9b8/cnn_with_spp.py#L9
| 1 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "Convolutional Neural Networks"
}
] |
https://paperswithcode.com/method/booking-within-24-hours-faqs-helptm-what-is
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Object Detection Models"
}
] |
https://paperswithcode.com/method/way-to-get-respond-how-to-get-american
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|
{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/contact-usa-team-do-cruises-have-a-24-hour
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{
"title": "0.8% Nyquist computational ghost imaging via non-experimental deep learning",
"url": "https://paperswithcode.com/paper/0-8-nyquist-computational-ghost-imaging-via"
}
| 2,000 |
https://arxiv.org/abs/2108.07673v1
|
0.8% Nyquist computational ghost imaging via non-experimental deep learning
| null | 1 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Object Detection Models"
}
] |
https://paperswithcode.com/method/superpixelgridmasks
|
SuperpixelGridMasks
|
SuperpixelGridCut, SuperpixelGridMean, SuperpixelGridMix
|
Karim Hammoudi, Adnane Cabani, Bouthaina Slika, Halim Benhabiles, Fadi Dornaika and Mahmoud Melkemi. SuperpixelGridCut, SuperpixelGridMean and SuperpixelGridMix Data Augmentation, arXiv:2204.08458, 2022. https://doi.org/10.48550/arxiv.2204.08458
| null | 2,000 | null | null | 2 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "Image Data Augmentation"
}
] |
|
https://paperswithcode.com/method/call-usa-how-much-do-you-lose-if-you-cancel-a
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{
"title": "0-1 phase transitions in sparse spiked matrix estimation",
"url": "https://paperswithcode.com/paper/0-1-phase-transitions-in-sparse-spiked-matrix"
}
| 2,000 |
https://arxiv.org/abs/1911.05030v1
|
0-1 phase transitions in sparse spiked matrix estimation
| null | 1 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Face Mesh Models"
}
] |
https://paperswithcode.com/method/how-to-withdraw-money-from-robinhood
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| 2 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
|
https://paperswithcode.com/method/air-france-a-f-is-air-france-open-on-24
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/can-you-cancel-a-royal-caribbean-cruise-and-1
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"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
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}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Face Mesh Models"
}
] |
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|
{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/chiamata-gratuita-come-chiamare-gratuitamente
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{
"title": "YOLO9000: Better, Faster, Stronger",
"url": "https://paperswithcode.com/paper/yolo9000-better-faster-stronger"
}
| 2,000 |
http://arxiv.org/abs/1612.08242v1
|
YOLO9000: Better, Faster, Stronger
| null | 1 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Face Mesh Models"
}
] |
https://paperswithcode.com/method/15-ways-to-speak-holland-america-cruise
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15 Ways to Speak Holland America Cruise Customer Service by Phone, Calls, Emails: A Comprehensive Guide
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{
"title": "0-1 laws for pattern occurrences in phylogenetic trees and networks",
"url": "https://paperswithcode.com/paper/0-1-laws-for-pattern-occurrences-in"
}
| 2,000 |
https://arxiv.org/abs/2402.04499v2
|
0-1 laws for pattern occurrences in phylogenetic trees and networks
| null | 1 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Object Detection Models"
}
] |
https://paperswithcode.com/method/vgg-19
|
VGG-19
|
Visual Geometry Group 19 Layer CNN
|
{
"title": "Very Deep Convolutional Networks for Large-Scale Image Recognition",
"url": "https://paperswithcode.com/paper/very-deep-convolutional-networks-for-large"
}
| 2,000 |
http://arxiv.org/abs/1409.1556v6
|
Very Deep Convolutional Networks for Large-Scale Image Recognition
| null | 87 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "Convolutional Neural Networks"
}
] |
|
https://paperswithcode.com/method/gam
|
GAM
|
Generalized additive models
| null | 2,000 | null | null | 57 |
[
{
"area": "Sequential",
"area_id": "sequential",
"collection": "Medical waveform analysis"
},
{
"area": "General",
"area_id": "general",
"collection": "Non-Parametric Regression"
}
] |
||
https://paperswithcode.com/method/llamada-publica-urgente-como-puedo-hablar-con
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{Llamada pública urgente}¿Cómo puedo hablar con un humano en American?
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{
"title": "0-1 laws for pattern occurrences in phylogenetic trees and networks",
"url": "https://paperswithcode.com/paper/0-1-laws-for-pattern-occurrences-in"
}
| 2,000 |
https://arxiv.org/abs/2402.04499v2
|
0-1 laws for pattern occurrences in phylogenetic trees and networks
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/what-is-the-24-hour-rule-for-copa-airlines
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What is the 24 hour rule for Copa Airlines?Customer Service Number
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/communicate-live-agent-how-do-i-communicate
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Object Detection Models"
}
] |
https://paperswithcode.com/method/travel-agent-how-can-i-speak-to-a-disney
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Object Detection Models"
}
] |
https://paperswithcode.com/method/prcut
|
PRCut
|
Probabilistic Ratio Cut
|
{
"title": "Deep Clustering via Probabilistic Ratio-Cut Optimization",
"url": "https://paperswithcode.com/paper/deep-clustering-via-probabilistic-ratio-cut"
}
| 2,000 |
https://arxiv.org/abs/2502.03405
|
Deep Clustering via Probabilistic Ratio-Cut Optimization
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "Clustering"
}
] |
|
https://paperswithcode.com/method/way-to-get-answer-how-do-i-get-american
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/apa
|
APA
|
Adaptive Pseudo Augmentation
|
{
"title": "Deceive D: Adaptive Pseudo Augmentation for GAN Training with Limited Data",
"url": "https://paperswithcode.com/paper/deceive-d-adaptive-pseudo-augmentation-for"
}
| 2,000 |
https://arxiv.org/abs/2111.06849v1
|
Deceive D: Adaptive Pseudo Augmentation for GAN Training with Limited Data
| null | 25 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "Image Data Augmentation"
}
] |
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https://paperswithcode.com/method/ayuda-tm-como-encontrar-asistencia-de
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/faqs-anytimetm-how-much-does-it-cost-to
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{
"title": "0-1 laws for pattern occurrences in phylogenetic trees and networks",
"url": "https://paperswithcode.com/paper/0-1-laws-for-pattern-occurrences-in"
}
| 2,000 |
https://arxiv.org/abs/2402.04499v2
|
0-1 laws for pattern occurrences in phylogenetic trees and networks
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/social-media-how-can-i-communicate-with
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/compressed-memory
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Compressed Memory
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Compressed Memory
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**Compressed Memory** is a secondary FIFO memory component proposed as part of the [Compressive Transformer](https://paperswithcode.com/method/compressive-transformer) model. The Compressive [Transformer](https://paperswithcode.com/method/transformer) keeps a fine-grained memory of past activations, which are then compressed into coarser compressed memories.
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|
{
"title": "Compressive Transformers for Long-Range Sequence Modelling",
"url": "https://paperswithcode.com/paper/compressive-transformers-for-long-range-1"
}
| 2,000 |
https://arxiv.org/abs/1911.05507v1
|
Compressive Transformers for Long-Range Sequence Modelling
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https://github.com/lucidrains/compressive-transformer-pytorch/blob/a73d146ee7bc9e47cc6c525f645a5bbb583537ad/compressive_transformer_pytorch/compressive_transformer_pytorch.py#L252
| 5 |
[
{
"area": "General",
"area_id": "general",
"collection": "Miscellaneous Components"
}
] |
https://paperswithcode.com/method/faqs-help-what-is-the-phone-number-for-royal-2
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{
"title": "0.8% Nyquist computational ghost imaging via non-experimental deep learning",
"url": "https://paperswithcode.com/paper/0-8-nyquist-computational-ghost-imaging-via"
}
| 2,000 |
https://arxiv.org/abs/2108.07673v1
|
0.8% Nyquist computational ghost imaging via non-experimental deep learning
| null | 1 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Face Mesh Models"
}
] |
https://paperswithcode.com/method/faqs-process-what-is-the-phone-number-for-3
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Face Mesh Models"
}
] |
https://paperswithcode.com/method/galactica
|
Galactica
|
Galactica
|
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|
{
"title": "Galactica: A Large Language Model for Science",
"url": "https://paperswithcode.com/paper/galactica-a-large-language-model-for-science-1"
}
| 2,000 |
https://arxiv.org/abs/2211.09085v1
|
Galactica: A Large Language Model for Science
| 10 |
[
{
"area": "Natural Language Processing",
"area_id": "natural-language-processing",
"collection": "Language Models"
}
] |
|
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{
"title": "0.8% Nyquist computational ghost imaging via non-experimental deep learning",
"url": "https://paperswithcode.com/paper/0-8-nyquist-computational-ghost-imaging-via"
}
| 2,000 |
https://arxiv.org/abs/2108.07673v1
|
0.8% Nyquist computational ghost imaging via non-experimental deep learning
| null | 1 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Face Mesh Models"
}
] |
https://paperswithcode.com/method/get-in-touch-with-real-person-how-to-get-a
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Face Mesh Models"
}
] |
https://paperswithcode.com/method/faqs-solutiontm-how-much-is-a-disney-cruise
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|
{
"title": "0-1 laws for pattern occurrences in phylogenetic trees and networks",
"url": "https://paperswithcode.com/paper/0-1-laws-for-pattern-occurrences-in"
}
| 2,000 |
https://arxiv.org/abs/2402.04499v2
|
0-1 laws for pattern occurrences in phylogenetic trees and networks
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/faqs-agent-what-is-the-number-for-royal
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{
"title": "0.8% Nyquist computational ghost imaging via non-experimental deep learning",
"url": "https://paperswithcode.com/paper/0-8-nyquist-computational-ghost-imaging-via"
}
| 2,000 |
https://arxiv.org/abs/2108.07673v1
|
0.8% Nyquist computational ghost imaging via non-experimental deep learning
| null | 1 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Face Mesh Models"
}
] |
https://paperswithcode.com/method/faqs-support-what-is-the-number-for-royal-1
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|
{
"title": "0.8% Nyquist computational ghost imaging via non-experimental deep learning",
"url": "https://paperswithcode.com/paper/0-8-nyquist-computational-ghost-imaging-via"
}
| 2,000 |
https://arxiv.org/abs/2108.07673v1
|
0.8% Nyquist computational ghost imaging via non-experimental deep learning
| null | 1 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Object Detection Models"
}
] |
https://paperswithcode.com/method/royal-code-r-what-is-the-royal-caribbean-60
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[[Royal~Code®]]What is the Royal Caribbean 60% off promo code?
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|
{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/faqs-anytimetm-does-msc-refund-money
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{
"title": "0-1 laws for pattern occurrences in phylogenetic trees and networks",
"url": "https://paperswithcode.com/paper/0-1-laws-for-pattern-occurrences-in"
}
| 2,000 |
https://arxiv.org/abs/2402.04499v2
|
0-1 laws for pattern occurrences in phylogenetic trees and networks
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/how-to-get-money-out-of-robinhood-wallet-1
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{
"title": "0-1 laws for pattern occurrences in phylogenetic trees and networks",
"url": "https://paperswithcode.com/paper/0-1-laws-for-pattern-occurrences-in"
}
| 2,000 |
https://arxiv.org/abs/2402.04499v2
|
0-1 laws for pattern occurrences in phylogenetic trees and networks
| 2 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Object Detection Models"
},
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Face Mesh Models"
},
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
|
https://paperswithcode.com/method/discount-50-off-what-is-the-promo-code-for
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/grande
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GRANDE
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Gradient-Based Decision Tree Ensembles
|
{
"title": "GRANDE: Gradient-Based Decision Tree Ensembles for Tabular Data",
"url": "https://paperswithcode.com/paper/grande-gradient-based-decision-tree-ensembles"
}
| 2,000 |
https://arxiv.org/abs/2309.17130v3
|
GRANDE: Gradient-Based Decision Tree Ensembles for Tabular Data
| null | 5 |
[
{
"area": "General",
"area_id": "general",
"collection": "Deep Tabular Learning"
}
] |
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|
{
"title": "0-1 laws for pattern occurrences in phylogenetic trees and networks",
"url": "https://paperswithcode.com/paper/0-1-laws-for-pattern-occurrences-in"
}
| 2,000 |
https://arxiv.org/abs/2402.04499v2
|
0-1 laws for pattern occurrences in phylogenetic trees and networks
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/us-faqs-how-to-get-a-refund-from-american
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{{US FAQS}} How to get a refund from American Airlines?
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/alibi
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ALiBi
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Attention with Linear Biases
|
**ALiBi**, or **Attention with Linear Biases**, is a [positioning method](https://paperswithcode.com/methods/category/position-embeddings) that allows [Transformer](https://paperswithcode.com/methods/category/transformers) language models to consume, at inference time, sequences which are longer than the ones they were trained on.
ALiBi does this without using actual position embeddings. Instead, computing the attention between a certain key and query, ALiBi penalizes the attention value that that query can assign to the key depending on how far away the key and query are. So when a key and query are close by, the penalty is very low, and when they are far away, the penalty is very high.
This method was motivated by the simple reasoning that words that are close-by matter much more than ones that are far away.
This method is as fast as the sinusoidal or absolute embedding methods (the fastest positioning methods there are). It outperforms those methods and Rotary embeddings when evaluating sequences that are longer than the ones the model was trained on (this is known as extrapolation).
|
{
"title": "Train Short, Test Long: Attention with Linear Biases Enables Input Length Extrapolation",
"url": "https://paperswithcode.com/paper/train-short-test-long-attention-with-linear"
}
| 2,000 |
https://arxiv.org/abs/2108.12409v2
|
Train Short, Test Long: Attention with Linear Biases Enables Input Length Extrapolation
| 19 |
[
{
"area": "General",
"area_id": "general",
"collection": "Position Embeddings"
},
{
"area": "Natural Language Processing",
"area_id": "natural-language-processing",
"collection": "Inference Extrapolation"
}
] |
|
https://paperswithcode.com/method/help-support-how-to-connect-with-people-in
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/1-888-829-0881-how-do-i-ask-a-question-at
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/rome
|
ROME
|
Rank-One Model Editing
|
{
"title": "Locating and Editing Factual Associations in GPT",
"url": "https://paperswithcode.com/paper/locating-and-editing-factual-knowledge-in-gpt"
}
| 2,000 |
https://arxiv.org/abs/2202.05262v5
|
Locating and Editing Factual Associations in GPT
| null | 23 |
[
{
"area": "General",
"area_id": "general",
"collection": "Parameter Norm Penalties"
}
] |
|
https://paperswithcode.com/method/temporal-distribution-matching
|
Temporal Distribution Matching
|
Temporal Distribution Matching
|
**Temporal Distribution Matching**, or **TDM**, is a module used in the [AdaRNN](https://paperswithcode.com/method/adarnn) architecture to match the distributions of the discovered periods to build a time series prediction model $\mathcal{M}$ Given the learned time periods, the TDM module is designed to learn the common knowledge shared by different periods via matching their distributions. Thus, the learned model $\mathcal{M}$ is expected to generalize well on unseen test data compared with the methods which only rely on local or statistical information.
Within the context of AdaRNN, Temporal Distribution Matching aims to adaptively match the distributions between the [RNN](https://paperswithcode.com/methods/category/recurrent-neural-networks) cells of two periods while capturing the temporal dependencies. TDM introduces the importance vector $\mathbf{\alpha} \in \mathbb{R}^{\hat{V}}$ to learn the relative importance of $V$ hidden states inside the RNN, where all the hidden states are weighted with a normalized $\alpha$. Note that for each pair of periods, there is an $\mathbf{\alpha}$, and we omit the subscript if there is no confusion. In this way, we can dynamically reduce the distribution divergence of cross-periods.
Given a period-pair $\left(\mathcal{D}\_{i}, \mathcal{D}\_{j}\right)$, the loss of temporal distribution matching is formulated as:
$$
\mathcal{L}\_{t d m}\left(\mathcal{D}\_{i}, \mathcal{D}\_{j} ; \theta\right)=\sum_{t=1}^{V} \alpha\_{i, j}^{t} d\left(\mathbf{h}\_{i}^{t}, \mathbf{h}\_{j}^{t} ; \theta\right)
$$
where $\alpha\_{i, j}^{t}$ denotes the distribution importance between the periods $\mathcal{D}\_{i}$ and $\mathcal{D}\_{j}$ at state $t$.
All the hidden states of the RNN can be easily computed by following the standard RNN computation. Denote by $\delta(\cdot)$ the computation of a next hidden state based on a previous state. The state computation can be formulated as
$$
\mathbf{h}\_{i}^{t}=\delta\left(\mathbf{x}\_{i}^{t}, \mathbf{h}\_{i}^{t-1}\right)
$$
The final objective of temporal distribution matching (one RNN layer) is:
$$
\mathcal{L}(\theta, \mathbf{\alpha})=\mathcal{L}\_{\text {pred }}(\theta)+\lambda \frac{2}{K(K-1)} \sum\_{i, j}^{i \neq j} \mathcal{L}\_{t d m}\left(\mathcal{D}\_{i}, \mathcal{D}\_{j} ; \theta, \mathbf{\alpha}\right)
$$
where $\lambda$ is a trade-off hyper-parameter. Note that in the second term, we compute the average of the distribution distances of all pairwise periods. For computation, we take a mini-batch of $\mathcal{D}_{i}$ and $\mathcal{D}\_{j}$ to perform forward operation in RNN layers and concatenate all hidden features. Then, we can perform TDM using the above equation.
|
{
"title": "AdaRNN: Adaptive Learning and Forecasting of Time Series",
"url": "https://paperswithcode.com/paper/adarnn-adaptive-learning-and-forecasting-of"
}
| 2,000 |
https://arxiv.org/abs/2108.04443v2
|
AdaRNN: Adaptive Learning and Forecasting of Time Series
| 1 |
[
{
"area": "Sequential",
"area_id": "sequential",
"collection": "Time Series Modules"
}
] |
|
https://paperswithcode.com/method/how-to-change-an-expedia-flight-asistance
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How to change an Expedia Flight?[[ASistance Support]]
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How to change an Expedia Flight?[[ASistance Support]]
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{
"title": "0-1 laws for pattern occurrences in phylogenetic trees and networks",
"url": "https://paperswithcode.com/paper/0-1-laws-for-pattern-occurrences-in"
}
| 2,000 |
https://arxiv.org/abs/2402.04499v2
|
0-1 laws for pattern occurrences in phylogenetic trees and networks
| null | 1 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Object Detection Models"
}
] |
https://paperswithcode.com/method/s-gcn
|
S-GCN
|
Spherical Graph Convolutional Network
|
{
"title": "Spherical convolutions on molecular graphs for protein model quality assessment",
"url": "https://paperswithcode.com/paper/spherical-convolutions-on-molecular-graphs"
}
| 2,000 |
https://arxiv.org/abs/2011.07980v2
|
Spherical convolutions on molecular graphs for protein model quality assessment
| 3 |
[
{
"area": "Graphs",
"area_id": "graphs",
"collection": "Graph Models"
}
] |
||
https://paperswithcode.com/method/faqs-anytimetm-how-do-i-get-a-refund-from
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[FaQs``Anytime™]How do I get a refund from Disney Cruise?
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[FaQs``Anytime™]How do I get a refund from Disney Cruise?
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/tmamerican-terminal-tm-como-hablo-con-una
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™American Terminal ™¿Cómo hablo con una persona en American?
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™American Terminal ™¿Cómo hablo con una persona en American?
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/fastsgt
|
FastSGT
|
FastSGT
|
**Fast Schema Guided Tracker**, or **FastSGT**, is a fast and robust [BERT](https://paperswithcode.com/method/bert)-based model for state tracking in goal-oriented dialogue systems. The model employs carry-over mechanisms for transferring the values between slots, enabling switching between services and accepting the values offered by the system during dialogue. It also uses [multi-head attention](https://paperswithcode.com/method/multi-head-attention) projections in some of the decoders to have a better modelling of the encoder outputs.
The model architecture is illustrated in the Figure. It consists of four main modules: 1-Utterance Encoder, 2-Schema Encoder, 3-State Decoder, and 4-State Tracker. The first three modules constitute the NLU component and are based on neural networks, whereas the state tracker is a rule-based module. [BERT](https://paperswithcode.com/method/bert) was used for both encoders in the model.
The Utterance Encoder is a BERT model which encodes the user and system utterances at each turn. The Schema Encoder is also a BERT model which encodes the schema descriptions of intents, slots, and values into schema embeddings. These schema embeddings help the decoders to transfer or share knowledge between different services by having some language understanding of each slot, intent, or value. The schema and utterance embeddings are passed to the State Decoder - a multi-task module. This module consists of five sub-modules producing the information necessary to track the state of the dialogue. Finally, the State Tracker module takes the previous state along with the current outputs of the State Decoder and predicts the current state of the dialogue by aggregating and summarizing the information across turns.
|
{
"title": "A Fast and Robust BERT-based Dialogue State Tracker for Schema-Guided Dialogue Dataset",
"url": "https://paperswithcode.com/paper/a-fast-and-robust-bert-based-dialogue-state"
}
| 2,000 |
https://arxiv.org/abs/2008.12335v1
|
A Fast and Robust BERT-based Dialogue State Tracker for Schema-Guided Dialogue Dataset
| 1 |
[
{
"area": "Natural Language Processing",
"area_id": "natural-language-processing",
"collection": "Dialogue State Trackers"
}
] |
|
https://paperswithcode.com/method/stac
|
STAC
|
STAC
|
**STAC** is a semi-supervised framework for visual object detection along with a data augmentation strategy. STAC deploys highly confident pseudo labels of localized objects from an unlabeled image and updates the model by enforcing consistency via strong augmentations. We generate pseudo labels (i.e., bounding boxes and their class labels) for unlabeled data using test-time inference, including NMS , of the teacher model trained with labeled data. We then compute unsupervised loss with respect to pseudo labels whose confidence scores are above a threshold $\tau$ . The strong augmentations are applied for augmentation consistency during the model training. Target boxes are augmented when global geometric transformations are used.
|
{
"title": "A Simple Semi-Supervised Learning Framework for Object Detection",
"url": "https://paperswithcode.com/paper/a-simple-semi-supervised-learning-framework"
}
| 2,000 |
https://arxiv.org/abs/2005.04757v2
|
A Simple Semi-Supervised Learning Framework for Object Detection
| null | 8 |
[
{
"area": "General",
"area_id": "general",
"collection": "Semi-Supervised Learning Methods"
}
] |
https://paperswithcode.com/method/loyalty-program-details-how-do-you-talk-to
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loyalty program details''How do you talk to someone in LATAM?
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/get-refund-now-does-american-airlines
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/a-a-como-hablo-con-una-persona-viva-en
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|
{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/cutout
|
Cutout
|
Cutout
|
**Cutout** is an image augmentation and regularization technique that randomly masks out square regions of input during training. and can be used to improve the robustness and overall performance of convolutional neural networks. The main motivation for cutout comes from the problem of object occlusion, which is commonly encountered in many computer vision tasks, such as object recognition,
tracking, or human pose estimation. By generating new images which simulate occluded examples, we not only better prepare the model for encounters with occlusions in the real world, but the model also learns to take more of the image context into consideration when making decisions
|
{
"title": "Improved Regularization of Convolutional Neural Networks with Cutout",
"url": "https://paperswithcode.com/paper/improved-regularization-of-convolutional"
}
| 2,000 |
http://arxiv.org/abs/1708.04552v2
|
Improved Regularization of Convolutional Neural Networks with Cutout
| 64 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "Image Data Augmentation"
}
] |
|
https://paperswithcode.com/method/probabilistic-anchor-assignment
|
Probabilistic Anchor Assignment
|
Probabilistic Anchor Assignment
|
**Probabilistic anchor assignment (PAA)** adaptively separates a set of anchors into positive and negative samples for a GT box according to the learning status of the model associated with it. To do so we first define a score of a detected bounding box that reflects both the classification and localization qualities. We then identify the connection between this score and the training objectives and represent the score as the combination of two loss objectives. Based on this scoring scheme, we calculate the scores of individual anchors that reflect how the model finds useful cues to detect a target object in each anchor. With these anchor scores, we aim to find a probability distribution of two modalities that best represents the scores as positive or negative samples as in the Figure.
Under the found probability distribution, anchors with probabilities from the positive component are high are selected as positive samples. This transforms the anchor assignment problem to a maximum likelihood estimation for a probability distribution where the parameters of the distribution is determined by anchor scores. Based on the assumption that anchor scores calculated by the model are samples drawn from a probability distribution, it is expected that the model can infer the sample separation in a probabilistic way, leading to easier training of the model compared to other non-probabilistic assignments. Moreover, since positive samples are adaptively selected based on the anchor score distribution, it does not require a pre-defined number of positive samples nor an IoU threshold.
|
{
"title": "Probabilistic Anchor Assignment with IoU Prediction for Object Detection",
"url": "https://paperswithcode.com/paper/probabilistic-anchor-assignment-with-iou"
}
| 2,000 |
https://arxiv.org/abs/2007.08103v2
|
Probabilistic Anchor Assignment with IoU Prediction for Object Detection
| 1 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "Anchor Generation Modules"
}
] |
|
https://paperswithcode.com/method/rse
|
RSE
|
Residual Shuffle-Exchange Network
|
**Residual Shuffle-Exchange Network** is an efficient alternative to models using an attention mechanism that allows the modelling of long-range dependencies in sequences in O(n log n) time. This model achieved state-of-the-art performance on the MusicNet dataset for music transcription while being able to run inference on a single GPU fast enough to be suitable for real-time audio processing.
|
{
"title": "Residual Shuffle-Exchange Networks for Fast Processing of Long Sequences",
"url": "https://paperswithcode.com/paper/residual-shuffle-exchange-networks-for-fast"
}
| 2,000 |
https://arxiv.org/abs/2004.04662v4
|
Residual Shuffle-Exchange Networks for Fast Processing of Long Sequences
| 5 |
[
{
"area": "Audio",
"area_id": "audio",
"collection": "Music Transcription"
}
] |
|
https://paperswithcode.com/method/dance
|
DANCE
|
Domain Adaptative Neighborhood Clustering via Entropy Optimization
|
**Domain Adaptive Neighborhood Clustering via Entropy Optimization (DANCE)** is a self-supervised clustering method that harnesses the cluster structure of the target domain using self-supervision. This is done with a neighborhood clustering technique that self-supervises feature learning in the target. At the same time, useful source features and class boundaries are preserved and adapted with a partial domain alignment loss that the authors refer to as entropy separation loss. This loss allows the model to either match each target example with the source, or reject it as unknown.
|
{
"title": "Universal Domain Adaptation through Self Supervision",
"url": "https://paperswithcode.com/paper/universal-domain-adaptation-through-self"
}
| 2,000 |
https://arxiv.org/abs/2002.07953v3
|
Universal Domain Adaptation through Self Supervision
| null | 10 |
[
{
"area": "General",
"area_id": "general",
"collection": "Domain Adaptation"
}
] |
https://paperswithcode.com/method/faq-s-helpline-how-do-i-contact-ncl-customer
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Object Detection Models"
}
] |
https://paperswithcode.com/method/saint
|
SAINT
|
SAINT
|
**SAINT** is a hybrid deep learning approach to solving tabular data problems. SAINT performs attention over both rows and columns, and it includes an enhanced embedding method. The architecture, pre-training and training pipeline are as follows:
- $L$ layers with 2 attention blocks each, one self-attention block, and a novel intersample attention blocks that computes attention across samples are used.
- For pre-training, this involves minimizing the contrastive and denoising losses between a given data point and its views generated by [CutMix](https://paperswithcode.com/method/cutmix) and [mixup](https://paperswithcode.com/method/mixup). During finetuning/regular training, data passes through an embedding layer and then the SAINT model. Lastly, the contextual embeddings from SAINT are used to pass only the embedding corresponding to the CLS token through an [MLP](https://paperswithcode.com/method/feedforward-network) to obtain the final prediction.
|
{
"title": "SAINT: Improved Neural Networks for Tabular Data via Row Attention and Contrastive Pre-Training",
"url": "https://paperswithcode.com/paper/saint-improved-neural-networks-for-tabular"
}
| 2,000 |
https://arxiv.org/abs/2106.01342v1
|
SAINT: Improved Neural Networks for Tabular Data via Row Attention and Contrastive Pre-Training
| 9 |
[
{
"area": "General",
"area_id": "general",
"collection": "Deep Tabular Learning"
}
] |
|
https://paperswithcode.com/method/help-and-support-tm-what-days-are-spirit
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
|
https://paperswithcode.com/method/faq-s-usa-how-do-i-contact-someone-on-a
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[[Faq`s--USA]] How do I contact someone on a Norwegian cruise?
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[[Faq`s--USA]] How do I contact someone on a Norwegian cruise?
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Emergency Contact Numbers: In case of emergency, you can call the numbers listed above (+1-855-732-4023 or +44-289-708-0062(UK)). Be aware that responses to these numbers have been reported as inconsistent in some instances.
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|
{
"title": "0-1 phase transitions in sparse spiked matrix estimation",
"url": "https://paperswithcode.com/paper/0-1-phase-transitions-in-sparse-spiked-matrix"
}
| 2,000 |
https://arxiv.org/abs/1911.05030v1
|
0-1 phase transitions in sparse spiked matrix estimation
| null | 1 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Object Detection Models"
}
] |
https://paperswithcode.com/method/helpline-process-how-to-book-a-cruise-on
|
[[HelpLine--Process]] How to book a cruise on Norwegian Cruise Line?
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[[HelpLine--Process]] How to book a cruise on Norwegian Cruise Line?
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To contact Norwegian Cruise Line (NCL) customer service by phone, you can call their reservations line at +1-855-732-4023 or +44-289-708-0062(UK).
1. Phone:
Reservations: Call +1-855-732-4023 or +44-289-708-0062(UK).
Gifts & More: Call +1-855-732-4023 or +44-289-708-0062(UK).
Guests with Special Needs: Call +1-855-732-4023 or +44-289-708-0062(UK).
Latitudes - Loyalty Program: Call +1-855-732-4023 or +44-289-708-0062(UK).
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The booking phone number for Norwegian Cruise Line (NCL) is +1-855-732-4023 or +44-289-708-0062(UK). You can reach their reservations department at this number.
Emergency Contact Numbers: In case of emergency, you can call the numbers listed above (+1-855-732-4023 or +44-289-708-0062(UK)). Be aware that responses to these numbers have been reported as inconsistent in some instances.
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Booking your group cruise should be easy and fun and we'll make sure your cruise vacation experience is memorable for your whole party. Call +1-855-732-4023 or +44-289-708-0062(UK) to book your group cruise, learn more about our cruise vacation packages, and how to receive your discounts* today!
The phone number for Norwegian Cruise Line (NCL) group reservations is +1-855-732-4023 or +44-289-708-0062(UK). This number is for speaking with a group consultant and can be used to book group cruises, learn about packages, and receive discounts, according to NCL.
How do I make a reservation on the Norwegian Cruise Line?
To make a reservation on Norwegian Cruise Line, you can book online through their website, NCL.com, or by calling their Personal Cruise Consultants at +1-855-732-4023 or +44-289-708-0062(UK). You can also utilize the NCL app for booking and managing reservations. Additionally, travel agents can assist with the booking process.
Dining Reservations: Dining reservations can be made via My NCL, the NCL mobile app, by calling the reservations department at +1-855-732-4023 or +44-289-708-0062(UK), or once onboard.
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|
{
"title": "0-1 phase transitions in sparse spiked matrix estimation",
"url": "https://paperswithcode.com/paper/0-1-phase-transitions-in-sparse-spiked-matrix"
}
| 2,000 |
https://arxiv.org/abs/1911.05030v1
|
0-1 phase transitions in sparse spiked matrix estimation
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/call-now-how-to-get-delta-senior-discount
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/faqs-what-day-does-delta-drop-prices
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/shufflenet-v2-block
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ShuffleNet V2 Block
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ShuffleNet V2 Block
|
**ShuffleNet V2 Block** is an image model block used in the [ShuffleNet V2](https://paperswithcode.com/method/shufflenet-v2) architecture, where speed is the metric optimized for (instead of indirect ones like FLOPs). It utilizes a simple operator called channel split. At the beginning of each unit, the input of $c$ feature channels are split into two branches with $c - c'$ and $c'$ channels, respectively. Following **G3**, one branch remains as identity. The other branch consists of three convolutions with the same input and output channels to satisfy **G1**. The two $1\times1$ convolutions are no longer group-wise, unlike the original [ShuffleNet](https://paperswithcode.com/method/shufflenet). This is partially to follow **G2**, and partially because the split operation already produces two groups. After [convolution](https://paperswithcode.com/method/convolution), the two branches are concatenated. So, the number of channels keeps the same (G1). The same “[channel shuffle](https://paperswithcode.com/method/channel-shuffle)” operation as in ShuffleNet is then used to enable information communication between the two branches.
The motivation behind channel split is that alternative architectures, where pointwise group convolutions and bottleneck structures are used, lead to increased memory access cost. Additionally more network fragmentation with group convolutions reduces parallelism (less friendly for GPU), and the element-wise addition operation, while they have low FLOPs, have high memory access cost. Channel split is an alternative where we can maintain a large number of equally wide channels (equally wide minimizes memory access cost) without having dense convolutions or too many groups.
|
{
"title": "ShuffleNet V2: Practical Guidelines for Efficient CNN Architecture Design",
"url": "https://paperswithcode.com/paper/shufflenet-v2-practical-guidelines-for"
}
| 2,000 |
http://arxiv.org/abs/1807.11164v1
|
ShuffleNet V2: Practical Guidelines for Efficient CNN Architecture Design
|
https://github.com/pytorch/vision/blob/227027d5abc8eacb110c93b5b5c2f4ea5dd401d6/torchvision/models/shufflenetv2.py#L36
| 21 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "Image Model Blocks"
}
] |
https://paperswithcode.com/method/faqs-help-how-do-i-contact-silversea-customer
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{
"title": "0-1 phase transitions in sparse spiked matrix estimation",
"url": "https://paperswithcode.com/paper/0-1-phase-transitions-in-sparse-spiked-matrix"
}
| 2,000 |
https://arxiv.org/abs/1911.05030v1
|
0-1 phase transitions in sparse spiked matrix estimation
| null | 1 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Object Detection Models"
}
] |
https://paperswithcode.com/method/official-help-line-can-i-change-the-name-of
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{Official Help Line}Can I change the name of passenger in flight ticket Southwest?
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|
{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/dextr
|
DEXTR
|
Deep Extreme Cut
|
**DEXTR**, or **Deep Extreme Cut**, obtains an object segmentation from its four extreme points: the left-most, right-most, top, and bottom pixels. The annotated extreme points are given as a guiding signal to the input of the network. To this end, we create a [heatmap](https://paperswithcode.com/method/heatmap) with activations in the regions of extreme points. We center a 2D Gaussian around each of the points, in order to create a single heatmap. The heatmap is concatenated with the RGB channels of the input image, to form a 4-channel input for the CNN. In order to focus on the object of interest, the input is cropped by the bounding box, formed from the extreme point annotations. To include context on the resulting
crop, we relax the tight bounding box by several pixels. After the pre-processing step that comes exclusively from the extreme clicks, the input consists of an RGB crop including an object, plus its extreme points.
[ResNet](https://paperswithcode.com/method/resnet)-101 is chosen as backbone of the architecture. We remove the fully connected layers as well as the [max pooling](https://paperswithcode.com/method/max-pooling) layers in the last two stages to preserve acceptable output resolution for dense prediction, and we introduce atrous convolutions in the last two stages to maintain the same receptive field. After the last ResNet-101 stage, we introduce a pyramid scene parsing module to aggregate global context to the final feature map. The output of the CNN is a probability map representing whether a pixel belongs to the object that we want to segment or not. The CNN is trained to minimize the standard cross entropy loss, which takes into account that different classes occur with different frequency in a dataset.
|
{
"title": "Deep Extreme Cut: From Extreme Points to Object Segmentation",
"url": "https://paperswithcode.com/paper/deep-extreme-cut-from-extreme-points-to"
}
| 2,000 |
http://arxiv.org/abs/1711.09081v2
|
Deep Extreme Cut: From Extreme Points to Object Segmentation
| null | 5 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "Image Segmentation Models"
}
] |
https://paperswithcode.com/method/how-do-i-contact-coinspot-customer-service-3
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/scse-1
|
scSE
|
Spatial and Channel SE Blocks
|
To aggregate global spatial information,
an SE block applies global pooling to the feature map.
However, it ignores pixel-wise spatial information,
which is important in dense prediction tasks.
Therefore, Roy et al. proposed
spatial and channel SE blocks (scSE).
Like BAM, spatial SE blocks are used, complementing SE blocks,
to provide spatial attention weights to focus on important regions.
Given the input feature map $X$, two parallel modules, spatial SE and channel SE, are applied to feature maps to encode spatial and channel information respectively. The channel SE module is an ordinary SE block, while the spatial SE module adopts $1\times 1$ convolution for spatial squeezing. The outputs from the two modules are fused. The overall process can be written as
\begin{align}
s_c & = \sigma (W_{2} \delta (W_{1}\text{GAP}(X)))
\end{align}
\begin{align}
X_\text{chn} & = s_c X
\end{align}
\begin{align}
s_s &= \sigma(\text{Conv}^{1\times 1}(X))
\end{align}
\begin{align}
X_\text{spa} & = s_s X
\end{align}
\begin{align}
Y &= f(X_\text{spa},X_\text{chn})
\end{align}
where $f$ denotes the fusion function, which can be maximum, addition, multiplication or concatenation.
The proposed scSE block combines channel and spatial attention to
enhance features as well as
capturing pixel-wise spatial information.
Segmentation tasks are greatly benefited as a result.
The integration of an scSE block in F-CNNs makes a consistent improvement in semantic segmentation at negligible extra cost.
|
{
"title": "Recalibrating Fully Convolutional Networks with Spatial and Channel 'Squeeze & Excitation' Blocks",
"url": "https://paperswithcode.com/paper/recalibrating-fully-convolutional-networks"
}
| 2,000 |
http://arxiv.org/abs/1808.08127v1
|
Recalibrating Fully Convolutional Networks with Spatial and Channel 'Squeeze & Excitation' Blocks
| 4 |
[
{
"area": "General",
"area_id": "general",
"collection": "Attention Mechanisms"
}
] |
|
https://paperswithcode.com/method/qatar-q-what-is-the-24-hour-rule-for-qatar
|
[@QATAR~Q@] (𝑳𝒊𝒗𝒆 𝑯𝒖𝒎𝒂𝒏)What is the 24-hour rule for Qatar Airways?
|
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|
{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/hifi-gan
|
HiFi-GAN
|
HiFi-GAN
|
**HiFi-GAN** is a generative adversarial network for speech synthesis. HiFi-GAN consists of one generator and two discriminators: multi-scale and multi-period discriminators. The generator and discriminators are trained adversarially, along with two additional losses for improving training stability and model performance.
The generator is a fully convolutional neural network. It uses a mel-spectrogram as input and upsamples it through transposed convolutions until the length of the output sequence matches the temporal resolution of raw waveforms. Every [transposed convolution](https://paperswithcode.com/method/transposed-convolution) is followed by a multi-receptive field fusion (MRF) module.
For the discriminator, a multi-period discriminator (MPD) is used consisting of several sub-discriminators each handling a portion of periodic signals of input audio. Additionally, to capture consecutive patterns and long-term dependencies, the multi-scale discriminator (MSD) proposed in [MelGAN](https://paperswithcode.com/method/melgan) is used, which consecutively evaluates audio samples at different levels.
|
{
"title": "HiFi-GAN: Generative Adversarial Networks for Efficient and High Fidelity Speech Synthesis",
"url": "https://paperswithcode.com/paper/hifi-gan-generative-adversarial-networks-for"
}
| 2,000 |
https://arxiv.org/abs/2010.05646v2
|
HiFi-GAN: Generative Adversarial Networks for Efficient and High Fidelity Speech Synthesis
| null | 33 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "Generative Adversarial Networks"
},
{
"area": "Audio",
"area_id": "audio",
"collection": "Generative Audio Models"
}
] |
https://paperswithcode.com/method/way-to-get-fast-how-can-i-speak-to-an
|
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|
{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/live-agent-how-to-get-delta-senior-discount
|
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|
{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/electric
|
Electric
|
Electric
|
**Electric** is an energy-based cloze model for representation learning over text. Like BERT, it is a conditional generative model of tokens given their contexts. However, Electric does not use masking or output a full distribution over tokens that could occur in a context. Instead, it assigns a scalar energy score to each input token indicating how likely it is given its context.
Specifically, like BERT, Electric also models $p\_{\text {data }}\left(x\_{t} \mid \mathbf{x}\_{\backslash t}\right)$, but does not use masking or a softmax layer. Electric first maps the unmasked input $\mathbf{x}=\left[x\_{1}, \ldots, x\_{n}\right]$ into contextualized vector representations $\mathbf{h}(\mathbf{x})=\left[\mathbf{h}\_{1}, \ldots, \mathbf{h}\_{n}\right]$ using a transformer network. The model assigns a given position $t$ an energy score
$$
E(\mathbf{x})\_{t}=\mathbf{w}^{T} \mathbf{h}(\mathbf{x})\_{t}
$$
using a learned weight vector $w$. The energy function defines a distribution over the possible tokens at position $t$ as
$$
p\_{\theta}\left(x\_{t} \mid \mathbf{x}_{\backslash t}\right)=\exp \left(-E(\mathbf{x})\_{t}\right) / Z\left(\mathbf{x}\_{\backslash t}\right)
$$
$$
=\frac{\exp \left(-E(\mathbf{x})\_{t}\right)}{\sum\_{x^{\prime} \in \mathcal{V}} \exp \left(-E\left(\operatorname{REPLACE}\left(\mathbf{x}, t, x^{\prime}\right)\right)\_{t}\right)}
$$
where $\text{REPLACE}\left(\mathbf{x}, t, x^{\prime}\right)$ denotes replacing the token at position $t$ with $x^{\prime}$ and $\mathcal{V}$ is the vocabulary, in practice usually word pieces. Unlike with BERT, which produces the probabilities for all possible tokens $x^{\prime}$ using a softmax layer, a candidate $x^{\prime}$ is passed in as input to the transformer. As a result, computing $p_{\theta}$ is prohibitively expensive because the partition function $Z\_{\theta}\left(\mathbf{x}\_{\backslash t}\right)$ requires running the transformer $|\mathcal{V}|$ times; unlike most EBMs, the intractability of $Z\_{\theta}(\mathbf{x} \backslash t)$ is more due to the expensive scoring function rather than having a large sample space.
|
{
"title": "Pre-Training Transformers as Energy-Based Cloze Models",
"url": "https://paperswithcode.com/paper/pre-training-transformers-as-energy-based-1"
}
| 2,000 |
https://arxiv.org/abs/2012.08561v1
|
Pre-Training Transformers as Energy-Based Cloze Models
| 167 |
[
{
"area": "Natural Language Processing",
"area_id": "natural-language-processing",
"collection": "Autoencoding Transformers"
},
{
"area": "Natural Language Processing",
"area_id": "natural-language-processing",
"collection": "Transformers"
},
{
"area": "Natural Language Processing",
"area_id": "natural-language-processing",
"collection": "Language Models"
}
] |
|
https://paperswithcode.com/method/colorization
|
Colorization
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Colorization
|
**Colorization** is a self-supervision approach that relies on colorization as the pretext task in order to learn image representations.
|
{
"title": "Colorful Image Colorization",
"url": "https://paperswithcode.com/paper/colorful-image-colorization"
}
| 2,000 |
http://arxiv.org/abs/1603.08511v5
|
Colorful Image Colorization
| 213 |
[
{
"area": "General",
"area_id": "general",
"collection": "Self-Supervised Learning"
}
] |
|
https://paperswithcode.com/method/connect-now-how-do-i-speak-to-someone-at
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CONNECT~~NOW~~How do I speak to someone at directly At American airlines ?
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/asked-questions-does-air-france-offer-last
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{{Asked~Questions}}Does Air France offer last minute upgrades?
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{{Asked~Questions}}Does Air France offer last minute upgrades?
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/faqs-cruise-how-do-i-talk-to-royal-caribbean
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|
{
"title": "0-1 laws for pattern occurrences in phylogenetic trees and networks",
"url": "https://paperswithcode.com/paper/0-1-laws-for-pattern-occurrences-in"
}
| 2,000 |
https://arxiv.org/abs/2402.04499v2
|
0-1 laws for pattern occurrences in phylogenetic trees and networks
| null | 1 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Object Detection Models"
}
] |
https://paperswithcode.com/method/fraternal-dropout
|
Fraternal Dropout
|
Fraternal Dropout
|
**Fraternal Dropout** is a regularization method for recurrent neural networks that trains two identical copies of an RNN (that share parameters) with different [dropout](https://paperswithcode.com/method/dropout) masks while minimizing the difference between their (pre-[softmax](https://paperswithcode.com/method/softmax)) predictions. This encourages the representations of RNNs to be invariant to dropout mask, thus being robust.
|
{
"title": "Fraternal Dropout",
"url": "https://paperswithcode.com/paper/fraternal-dropout"
}
| 2,000 |
http://arxiv.org/abs/1711.00066v4
|
Fraternal Dropout
|
https://github.com/kondiz/fraternal-dropout
| 2 |
[
{
"area": "General",
"area_id": "general",
"collection": "Regularization"
}
] |
https://paperswithcode.com/method/way-to-contact-silversea-cruise-claim-by
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|
{
"title": "0-1 laws for pattern occurrences in phylogenetic trees and networks",
"url": "https://paperswithcode.com/paper/0-1-laws-for-pattern-occurrences-in"
}
| 2,000 |
https://arxiv.org/abs/2402.04499v2
|
0-1 laws for pattern occurrences in phylogenetic trees and networks
| null | 1 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Reconstruction"
}
] |
https://paperswithcode.com/method/65-years-of-age-and-older-what-age-is-senior
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[@@65 years of age and older@@]What age is senior discount on Delta?
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[@@65 years of age and older@@]What age is senior discount on Delta?
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|
{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/faqs-call-is-room-service-24-7-on-royal
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{FAQs~!CAll!}Is room service 24/7 on Royal Caribbean?
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{FAQs~!CAll!}Is room service 24/7 on Royal Caribbean?
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|
{
"title": "0-1 laws for pattern occurrences in phylogenetic trees and networks",
"url": "https://paperswithcode.com/paper/0-1-laws-for-pattern-occurrences-in"
}
| 2,000 |
https://arxiv.org/abs/2402.04499v2
|
0-1 laws for pattern occurrences in phylogenetic trees and networks
| null | 1 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Face Mesh Models"
}
] |
https://paperswithcode.com/method/explanation-vs-attention
|
Explanation vs Attention
|
Explanation vs Attention: A Two-Player Game to Obtain Attention for VQA
|
In this paper, we aim to obtain improved attention for a visual question answering (VQA) task. It is challenging to provide supervision for attention. An observation we make is that visual explanations as obtained through class activation mappings (specifically Grad-[CAM](https://paperswithcode.com/method/cam)) that are meant to explain the performance of various networks could form a means of supervision. However, as the distributions of attention maps and that of Grad-CAMs differ, it would not be suitable to directly use these as a form of supervision. Rather, we propose the use of a discriminator that aims to distinguish samples of visual explanation and attention maps. The use of adversarial training of the attention regions as a two-player game between attention and explanation serves to bring the distributions of attention maps and visual explanations closer. Significantly, we observe that providing such a means of supervision also results in attention maps that are more closely related to human attention resulting in a substantial improvement over baseline stacked attention network (SAN) models. It also results in a good improvement in rank correlation metric on the VQA task. This method can also be combined with recent MCB based methods and results in consistent improvement. We also provide comparisons with other means for learning distributions such as based on Correlation Alignment (Coral), Maximum Mean Discrepancy (MMD) and Mean Square Error (MSE) losses and observe that the adversarial loss outperforms the other forms of learning the attention maps. Visualization of the results also confirms our hypothesis that attention maps improve using this form of supervision.
| null | 2,000 | null | null | null | 0 |
[
{
"area": "General",
"area_id": "general",
"collection": "Adversarial Training"
}
] |
https://paperswithcode.com/method/non-linear-bounding-function
|
Non-Linear-Bounding-Function
|
Lower Bound on Transmission Using Non-Linear Bounding Function in Single Image Dehazing
|
{
"title": "Lower Bound on Transmission Using Non-Linear Bounding Function in Single Image Dehazing",
"url": "https://paperswithcode.com/paper/lower-bound-on-transmission-using-non-linear"
}
| 2,000 |
https://ieeexplore.ieee.org/document/9018379
|
Lower Bound on Transmission Using Non-Linear Bounding Function in Single Image Dehazing
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "Non-Parametric Regression"
}
] |
|
https://paperswithcode.com/method/pp-yolov2
|
PP-YOLOv2
|
PP-YOLOv2
|
**PP-YOLOv2** is an object detector that extends upon [PP-YOLO](https://www.paperswithcode.com/method/pp-yolo) with several refinements:
- A [Path Aggregation Network](https://paperswithcode.com/method/pafpn) is included for the FPN to compose bottom-up paths.
- [Mish Activation functions](https://paperswithcode.com/method/mish) are used.
- The input size is expanded.
- An IoU aware branch is calculated with a soft label format.
|
{
"title": "PP-YOLOv2: A Practical Object Detector",
"url": "https://paperswithcode.com/paper/pp-yolov2-a-practical-object-detector"
}
| 2,000 |
https://arxiv.org/abs/2104.10419v1
|
PP-YOLOv2: A Practical Object Detector
| 2 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "Object Detection Models"
}
] |
|
https://paperswithcode.com/method/seed-rl
|
SEED RL
|
SEED RL
|
**SEED** (Scalable, Efficient, Deep-RL) is a scalable reinforcement learning agent. It utilizes an architecture that features centralized inference and an optimized communication layer. SEED adopts two state of the art distributed algorithms, [IMPALA](https://paperswithcode.com/method/impala)/[V-trace](https://paperswithcode.com/method/v-trace) (policy gradients) and R2D2 ([Q-learning](https://paperswithcode.com/method/q-learning)).
|
{
"title": "SEED RL: Scalable and Efficient Deep-RL with Accelerated Central Inference",
"url": "https://paperswithcode.com/paper/seed-rl-scalable-and-efficient-deep-rl-with-1"
}
| 2,000 |
https://arxiv.org/abs/1910.06591v2
|
SEED RL: Scalable and Efficient Deep-RL with Accelerated Central Inference
| 2 |
[
{
"area": "Reinforcement Learning",
"area_id": "reinforcement-learning",
"collection": "Distributed Reinforcement Learning"
},
{
"area": "General",
"area_id": "general",
"collection": "Distributed Methods"
}
] |
|
https://paperswithcode.com/method/168-hours-what-is-the-24-hour-rule-for-copa
|
(168 hours)What is the 24 hour rule for Copa Airlines?
|
(168 hours)What is the 24 hour rule for Copa Airlines?
|
Under Copa Airlines' 24-hour rule, if a customer books a flight at least seven days (168 hours) +1-804-853-9001. (USA) or + 1-(801)-855-(5905).(UK before the scheduled departure time, they are eligible to cancel their ticket within 24 hours +1-804-853-9001. (USA) or + 1-(801)-855-(5905).(UK of purchase for a full refund.
|
{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/kaf
|
KAF
|
Kernel Activation Function
|
A **Kernel Activation Function** is a non-parametric activation function defined as a one-dimensional kernel approximator:
$$ f(s) = \sum_{i=1}^D \alpha_i \kappa( s, d_i) $$
where:
1. The dictionary of the kernel elements $d_0, \ldots, d_D$ is fixed by sampling the $x$-axis with a uniform step around 0.
2. The user selects the kernel function (e.g., Gaussian, [ReLU](https://paperswithcode.com/method/relu), [Softplus](https://paperswithcode.com/method/softplus)) and the number of kernel elements $D$ as a hyper-parameter. A larger dictionary leads to more expressive activation functions and a larger number of trainable parameters.
3. The linear coefficients are adapted independently at every neuron via standard back-propagation.
In addition, the linear coefficients can be initialized using kernel ridge regression to behave similarly to a known function in the beginning of the optimization process.
|
{
"title": "Kafnets: kernel-based non-parametric activation functions for neural networks",
"url": "https://paperswithcode.com/paper/kafnets-kernel-based-non-parametric"
}
| 2,000 |
http://arxiv.org/abs/1707.04035v2
|
Kafnets: kernel-based non-parametric activation functions for neural networks
|
https://github.com/ispamm/kernel-activation-functions/blob/e525f7e82b54508ac262f82c9557ad66be2732f3/pytorch/kafnets.py#L11
| 9 |
[
{
"area": "General",
"area_id": "general",
"collection": "Activation Functions"
}
] |
https://paperswithcode.com/method/siamese-u-net
|
Siamese U-Net
|
Siamese U-Net
|
Siamese U-Net model with a pre-trained ResNet34 architecture as an encoder for data efficient Change Detection
|
{
"title": "Deep Active Learning in Remote Sensing for data efficient Change Detection",
"url": "https://paperswithcode.com/paper/deep-active-learning-in-remote-sensing-for"
}
| 2,000 |
https://arxiv.org/abs/2008.11201v1
|
Deep Active Learning in Remote Sensing for data efficient Change Detection
|
https://github.com/previtus/ChangeDetectionProject/blob/master/demo/_ChangeDetection_prediction_example.ipynb
| 4 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "Convolutional Neural Networks"
}
] |
https://paperswithcode.com/method/faqs-claim-how-do-i-complain-to-expedia
|
[[Faqs-Claim]]How do I complain to Expedia?
|
[[Faqs-Claim]]How do I complain to Expedia?
|
How do I complain to Expedia?
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How do I ask a question at Expedia?
|
{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/contact-anytime-how-do-i-contact-seabourn
|
[Contact~anytime]How do I contact Seabourn Cruise Line?
|
[Contact~anytime]How do I contact Seabourn Cruise Line?
|
Yes, MSC Cruises allows you to transfer a cruise ticket to another person +1-(855)-732-4023, but conditions apply. Name changes must be requested in writing and are usually allowed up to a certain number of days before departure typically no later than 15 days prior +1-(855)-732-4023. A name change fee may apply, and the request must meet MSC’s terms. Only one name change per booking is generally allowed. The new guest must meet all cruise requirements, including travel documents and vaccination rules. Contact MSC directly to confirm eligibility and applicable fees for your specific itinerary.
|
{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/air-france-a-f-what-is-the-24-hour-rule-for
|
[@AIR^FRANCE~A'F@] (𝑳𝒊𝒗𝒆 𝑯𝒖𝒎𝒂𝒏)What is the 24 hour rule for Air France?
|
[@AIR^FRANCE~A'F@] (𝑳𝒊𝒗𝒆 𝑯𝒖𝒎𝒂𝒏)What is the 24 hour rule for Air France?
|
Air France ☎️+1-801-(855)-(5905) or +1-804-(853)-(9001)✅, like all airlines operating flights to and from the US, generally ☎️+1-801-(855)-(5905) or +1-804-(853)-(9001)✅ adheres to the US Department of Transportation's 24-hour rule. This means that if you book a flight with Air France to or from the US, you can cancel it for a full refund within 24 hours of the initial booking ☎️+1-801-(855)-(5905) or +1-804-(853)-(9001)✅, as long as the flight is scheduled to depart at least seven days later.
|
{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/way-to-get-human-how-do-i-get-a-human-at
|
【Way_To_Get_Human】 How do I get a human at American Airlines immediately?
|
【Way_To_Get_Human】 How do I get a human at American Airlines immediately?
|
"To speak with a live human representative at American Airlines immediately call 1 (801) 855-5905 or 1 (804) 853-9001, the most effective methods are calling their primary customer service number or using their live chat feature.
1. By phone (fastest for urgent issues)
Call the main customer service hotline at 1 (801) 855-5905. This line operates 24 hours a day. You can also use 1 (804) 853-9001.
When navigating the automated system, try repeatedly saying ""agent"" or ""representative"" or pressing ""0"" to bypass the prompts and connect with a live person faster. Some users have reported success with using these commands.
Call during off-peak hours 1 (801) 855-5905 or 1 (804) 853-9001, such as early morning (between 6:00 a.m. and 8:00 a.m. local time) or late at night, or midweek (Tuesday or Wednesday) to potentially reduce wait times.
2. Utilize live chat
American Airlines offers a live chat feature on their official website (look for the ""Help"" section) and their mobile app.
This can be a convenient way to get real-time assistance 1 (801) 855-5905 or 1 (804) 853-9001, especially for less urgent inquiries.
You might find that using the chat function within the app can sometimes lead to faster connections with an agent compared to calling and waiting on hold.
3. Be prepared
Have your flight details readily available before you contact them, including your confirmation code or ticket number 1 (801) 855-5905 or 1 (804) 853-9001, flight number, dates of travel, and origin and destination.
Clearly and concisely explain your issue to the representative once you connect with them to help them assist you efficiently.
By using these methods strategically, you can increase your chances of connecting with a live human representative at American Airlines quickly. Remember that during peak times 1 (801) 855-5905 or 1 (804) 853-9001, even with these tips, you may experience some wait time."
|
{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
"url": "https://paperswithcode.com/paper/0-1-deep-neural-networks-via-block-coordinate"
}
| 2,000 |
https://arxiv.org/abs/2206.09379v2
|
0/1 Deep Neural Networks via Block Coordinate Descent
| null | 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
https://paperswithcode.com/method/nuqsgd
|
NUQSGD
|
Nonuniform Quantization for Stochastic Gradient Descent
|
As the size and complexity of models and datasets grow, so does the need for communication-efficient variants of stochastic gradient descent that can be deployed to perform parallel model training. One popular communication-compression method for data-parallel [SGD](https://paperswithcode.com/method/sgd) is QSGD (Alistarh et al., 2017), which quantizes and encodes gradients to reduce communication costs. The baseline variant of QSGD provides strong theoretical guarantees, however, for practical purposes, the authors proposed a heuristic variant which we call QSGDinf, which demonstrated impressive empirical gains for distributed training of large neural networks. In this paper, we build on this work to propose a new gradient quantization scheme, and show that it has both stronger theoretical guarantees than QSGD, and matches and exceeds the empirical performance of the QSGDinf heuristic and of other compression methods.
|
{
"title": "NUQSGD: Provably Communication-efficient Data-parallel SGD via Nonuniform Quantization",
"url": "https://paperswithcode.com/paper/nuqsgd-provably-communication-efficient-data"
}
| 2,000 |
https://arxiv.org/abs/1908.06077
|
NUQSGD: Provably Communication-efficient Data-parallel SGD via Nonuniform Quantization
|
https://github.com/fartashf/nuqsgd
| 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "Data Parallel Methods"
}
] |
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