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https://paperswithcode.com/method/how-do-you-get-your-money-back-from-a
|
(𝗙𝗔𝗤,𝘀_𝗡𝗘𝗘𝗗,𝘀)How do you get your money back from a Carnival cruise?
|
(𝗙𝗔𝗤,𝘀_𝗡𝗘𝗘𝗗,𝘀)How do you get your money back from a Carnival cruise?
|
To get your money back from Carnival Cruises, you'll need to understand their refund policies and cancellation procedures+𝟭-𝟴𝟱𝟱-𝟳𝟯𝟮-𝟰𝟬𝟮𝟯 . Generally, you can get a refund if you cancel your cruise well in advance (76+ nights for short cruises, 91+ nights for longer sailings), but cancellation fees may apply closer to the sail date+𝟭-𝟴𝟱𝟱-𝟳𝟯𝟮-𝟰𝟬𝟮𝟯 . If Carnival cancels your cruise, they offer full refunds or future cruise credits.
|
{
"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/fashionclip
|
FashionCLIP
|
FashionCLIP
|
FashionCLIP is a fine-tuned CLIP model on fashion data (more than 800K pairs). It is the first foundation model for Fashion.
|
{
"title": "Contrastive language and vision learning of general fashion concepts",
"url": "https://paperswithcode.com/paper/fashionclip-connecting-language-and-images"
}
| 2,000 |
https://arxiv.org/abs/2204.03972v4
|
Contrastive language and vision learning of general fashion concepts
|
https://github.com/patrickjohncyh/fashion-clip
| 2 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "Vision and Language Pre-Trained Models"
}
] |
https://paperswithcode.com/method/ct-layer
|
CT-Layer
|
Commute Times Layer
|
**TL;DR: CT-Layer is a GNN Layer which is able to rewire a graph in an inductive an parameter-free way according to the commute times distance (or effective resistance). We address it learning a differentiable way to compute the CT-embedding of the graph.**
### Summary
**CT-Layer** is able to Learn the *Commute Times distance* between nodes (i.e. *effective resistance distance*) in a **differentiable** way, instead of the common spectral version, and in a **parameter free** manner, which is not the cased of the heat kernel. This approach allow to solve it as an optimization problem inside a GNN, leading to have a new layer which is able to learn how rewire a given graph in an optimal, and **inductive** way.
In addition, **CT-Layer** also is able to learn *Commute Times embeddings*, and then calculate it for any graph in an inductive way. The Commute Times embedding is also related with the *eigenvalues* and *eigenvectors* of the Laplacian of the graph, because CT embedding is just the eigenvectors scaled. Therefore, CT-Layer is also able to learn hot to calculate the spectrum of the Laplacian in a differentiable way. Therefore, this embedding must satisfy orthogonality and normality.
Finally, recent connections has been found between commute times distance and **curvature** (which is non-differentiable), establishing equivalences between them. Therefore, **CT-Layer** can also be seen as the differentiable version of the curvature rewiring.
**We are going through a quick overview of the layer, but I suggest go to the paper for a detailed explanation. **
### Spectral CT- Embedding downsides
CT-embedding $\mathbf{Z}$ is computed spectrally in the literature (until the proposal of this method) or it is approximated using the heat kernel (very dependent on hyperparameter $t$). This fact does not allow us to propose differentiable methods using that measure:
$$
\mathbf{Z}=\sqrt{vol(G)}\mathbf{\Lambda}^\frac{1}{2}\mathbf{F}^T \textrm{ given } \mathbf{L}=\mathbf{F}\mathbf{\Lambda}\mathbf{F}^T
$$
Then, CT-distance is given by the Euclidean distances between the embeddings $CT_{uv} = ||\mathbf{z_u}-\mathbf{z_v}||^2$. The spectral form is:
$$
\frac{CT_{uv}}{vol(G)} = \sum_{i=2}^n \frac{1}{\lambda_i} (\mathbf{f}(u)-\mathbf{f}(v))^2
$$
being $\mathbf{f}$ the eigenvectors of the graph Laplacian.
This embedding and distances gives us desirable properties of the graph, such an understanding of the structure, or an embedding based on the spectrum which minimizes Dirichlet energies. However, **the spectral computation is not differentiable**.
### CT-Layer as an optimization problem: Differentiable, learnable and inductive CT-Layer
Giving that $\mathbf{Z}$ minimizes Dirichlet energies s.t. being orthogonal and normalized, we can formulate this problem as constraining neighboring nodes to have a similar embeddings s.t. $\mathbf{Z}\mathbf{Z}^T=\mathbf{I}$.
$$
\mathbf{Z} = \arg\min_{\mathbf{Z}^T\mathbf{Z}=\mathbf{I}} \frac{\sum\_{u,v} ||\mathbf{z_u}-\mathbf{z_v}||^2\mathbf{A}\_{uv}}{\sum\_{u,v} \mathbf{Z}^2\_{uv} d_u}=\frac{Tr[\mathbf{Z}^T\mathbf{L}\mathbf{Z}]}{Tr[\mathbf{Z}^T\mathbf{D}\mathbf{Z}]}
$$
With the above elements we have a definition of **CT-Layer**, our rewiring layer:
Given the matrix $\mathbf{X}\_{n\times F}$ encoding the features of the nodes after any message passing (MP) layer, $\mathbf{Z}\_{n\times O(n)}=\tanh(\textrm{MLP}(\mathbf{X}))$ learns the association $\mathbf{X}\rightarrow \mathbf{Z}$ while $\mathbf{Z}$ is optimized according to the loss
$$
L\_{CT} = \frac{Tr[\mathbf{Z}^T\mathbf{L}\mathbf{Z}]}{Tr[\mathbf{Z}^T\mathbf{D}\mathbf{Z}]} + \left\|\frac{\mathbf{Z}^T\mathbf{Z}}{\|\mathbf{Z}^T\mathbf{Z}\|\_F} - \mathbf{I}\_n\right\|\_F
$$
This results in the following **resistance diffusion** $\mathbf{T}^{CT} = \mathbf{R}(\mathbf{S})\odot \mathbf{A}$ (Hadamard product between the resistance distance and the adjacency) which provides as input to the subsequent MP layer a learnt convolution matrix.
As explained before, $\mathbf{Z}$ is the **commute times embedding matrix** and the pairwise euclidian distance of that learned embeddings are the **commute times distances** or resistance distances. **Therefore, once trained this layer, it will be able to calculate the commute times embedding for a new graph, and rewire that new and unseen graph in a principled way based on the commute times distance.**
## Preservation of Structure
Does this rewiring preserve the original structure? Let $G' = \textrm{Sparsify}(G, q)$ be a sampling algorithm of graph $G = (V, E)$, where edges $e \in E$ are sampled with probability $q\propto R_e$ (**proportional to the effective resistance, i.e. commute times**).
Then, for $n = |V|$ sufficiently large and $1/\sqrt{n}< \epsilon\le 1$, we need O(n\log n/\epsilon^2)$ samples to satisfy:
$$
\forall \mathbf{x}\in\mathbb{R}^n:\; (1-\epsilon)\mathbf{x}^T\mathbf{L}\_G\mathbf{x}\le\mathbf{x}^T\mathbf{L}\_{G'}\mathbf{x}\le (1+\epsilon)\mathbf{x}^T\mathbf{L}\_G\mathbf{x}
$$
The intuitions behind is that Dirichlet energies in $G'$ are bounded in $(1\pm \epsilon)$ of the Dirichlet energies of the original graph $G$.
|
{
"title": "DiffWire: Inductive Graph Rewiring via the Lovász Bound",
"url": "https://paperswithcode.com/paper/diffwire-inductive-graph-rewiring-via-the"
}
| 2,000 |
https://arxiv.org/abs/2206.07369v3
|
DiffWire: Inductive Graph Rewiring via the Lovász Bound
|
https://anonymous.4open.science/r/DiffWireNeurIPS22/CT_layer.py
| 1 |
[
{
"area": "Graphs",
"area_id": "graphs",
"collection": "Graph Models"
},
{
"area": "Graphs",
"area_id": "graphs",
"collection": "Graph Embeddings"
}
] |
https://paperswithcode.com/method/faqs-24-7help-royal-caribbean-customer
|
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[[FAQs--24/7HElp]]Royal Caribbean Customer Service phone number USA?
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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/faqs-support-how-do-i-look-up-my-celebrity
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[[FAQs--SuppOrt]How do I look up my celebrity cruise reservation?
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[[FAQs--SuppOrt]How do I look up my celebrity cruise reservation?
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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-is-the-royal-caribbean-60-off-promo
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[FAQs]What is the Royal Caribbean 60% off promo code?
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[FAQs]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": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Object Detection Models"
}
] |
https://paperswithcode.com/method/call-center-how-do-i-speak-to-a-live-person
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Call Center - How do I speak to a live person at Allegiant Air?
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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/reach-with-live-person-fast-how-do-i-really
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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/nos-helptm-what-is-the-24-hour-rule-for-klm
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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/calling-usa-what-is-the-phone-number-for
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[[Calling-USA]] What is the phone number for Royal Caribbean group reservations?
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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 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"
}
] |
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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"
}
] |
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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"
}
] |
|
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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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10,000 optimal CVRP solutions for testing machine learning based heuristics
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[
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"area_id": "computer-vision",
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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
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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
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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"
}
] |
https://paperswithcode.com/method/imgep
|
IMGEP
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Intrinsically Motivated Goal Exploration Processes
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Population-based intrinsically motivated goal exploration algorithms applied to real world robot learning of complex skills like tool use.
|
{
"title": "Intrinsically Motivated Goal Exploration Processes with Automatic Curriculum Learning",
"url": "https://paperswithcode.com/paper/intrinsically-motivated-goal-exploration"
}
| 2,000 |
https://arxiv.org/abs/1708.02190v3
|
Intrinsically Motivated Goal Exploration Processes with Automatic Curriculum Learning
| null | 2 |
[
{
"area": "General",
"area_id": "general",
"collection": "Self-Supervised Learning"
}
] |
https://paperswithcode.com/method/how-much-is-the-cancellation-fee-for-ryanair
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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/faqs-call-what-number-is-305-599-2600
|
[[FAQs-@CALL]]What number is 305 599 2600?
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[[FAQs-@CALL]]What number is 305 599 2600?
|
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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/come-contattare-swiss-air-parlare-operatore
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Come contattare Swiss Air? Parlare operatore
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Come contattare Swiss Air? Parlare operatore
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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/how-to-reserve-a-flight-on-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
| 1 |
[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
|
https://paperswithcode.com/method/how-to-send-crypto-from-robinhood-move-your
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How to Send Crypto from Robinhood? – Move Your Assets Today!
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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-24-7booking-how-do-i-look-up-my
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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/additive-attention
|
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{
"title": "Neural Machine Translation by Jointly Learning to Align and Translate",
"url": "https://paperswithcode.com/paper/neural-machine-translation-by-jointly"
}
| 2,000 |
http://arxiv.org/abs/1409.0473v7
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| 191 |
[
{
"area": "General",
"area_id": "general",
"collection": "Attention Mechanisms"
}
] |
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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/why-can-t-i-withdraw-my-buying-power-from-1
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{
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}
| 2,000 |
https://openreview.net/forum?id=yHiMXKN6nTl
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10,000 optimal CVRP solutions for testing machine learning based heuristics
| null | 1 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "6D Pose Estimation Models"
}
] |
https://paperswithcode.com/method/can-i-contact-robinhood-by-phone
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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/how-to-make-calls-on-robinhood-reach-support
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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/how-much-is-the-cancellation-fee-for-air
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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-booking-what-is-the-phone-number-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/22-ways-to-reach-how-do-i-contact-royal
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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/how-can-i-contact-robinhood-wallet-support-1
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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/help-usa-what-is-the-24-hour-rule-for-1
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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
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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": "MixText: Linguistically-Informed Interpolation of Hidden Space for Semi-Supervised Text Classification",
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}
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MixText: Linguistically-Informed Interpolation of Hidden Space for Semi-Supervised Text Classification
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[
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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/solicitud-de-soporte-como-hablar-con-un
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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"
}
] |
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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-what-is-the-phone-number-for-7
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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/faqs-tips-does-celebrity-have-a-live-chat
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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/kdm
|
kdm
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{
"title": "Kernel Density Matrices for Probabilistic Deep Learning",
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}
| 2,000 |
https://arxiv.org/abs/2305.18204v3
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Kernel Density Matrices for Probabilistic Deep Learning
| null | 5 |
[
{
"area": "General",
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}
] |
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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": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
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{
"title": "0/1 Deep Neural Networks via Block Coordinate Descent",
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https://arxiv.org/abs/2206.09379v2
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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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[
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}
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0/1 Deep Neural Networks via Block Coordinate Descent
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[
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"area": "General",
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"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"
}
] |
https://paperswithcode.com/method/online-travel-agency-ota-support-how-to
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0/1 Deep Neural Networks via Block Coordinate Descent
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[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
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[
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}
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0/1 Deep Neural Networks via Block Coordinate Descent
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[
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"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
}
] |
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https://arxiv.org/abs/1911.05030v1
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0-1 phase transitions in sparse spiked matrix estimation
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[
{
"area": "General",
"area_id": "general",
"collection": "2D Parallel Distributed Methods"
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[
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}
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0/1 Deep Neural Networks via Block Coordinate Descent
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[
{
"area": "Computer Vision",
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] |
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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
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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/qatar-q-how-do-i-really-get-through-to-qatar
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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/cutmix
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CutMix
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CutMix
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{
"title": "CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features",
"url": "https://paperswithcode.com/paper/cutmix-regularization-strategy-to-train"
}
| 2,000 |
https://arxiv.org/abs/1905.04899v2
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CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features
| null | 208 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "Image Data Augmentation"
}
] |
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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
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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/contact-us-how-to-speak-directly-at-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/call-now-what-day-is-the-cheapest-to-book
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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"
}
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https://arxiv.org/abs/2206.09379v2
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0/1 Deep Neural Networks via Block Coordinate Descent
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[
{
"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 Reconstruction"
}
] |
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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/qatar-q-how-do-you-communicate-in-qatar
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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
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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"
}
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https://arxiv.org/abs/2206.09379v2
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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"
}
] |
https://paperswithcode.com/method/way-to-contact-carnival-cruise-24-hour-2
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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/como-puedo-hablar-con-alguien-de-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/22-ways-to-reach-how-do-i-contact-holland
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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"
}
] |
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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/how-to-communicate-with-someone-in-qatar
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"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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}
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https://arxiv.org/abs/2108.07673v1
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0.8% Nyquist computational ghost imaging via non-experimental deep learning
| null | 1 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Representations"
}
] |
https://paperswithcode.com/method/ask-to-connect-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/full-guidetm-is-disney-cruise-non-refundable
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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/rfe
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RFE
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Rank Flow Embedding
| null | 2,000 | null | null | null | 13 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "Image Retrieval Models"
}
] |
|
https://paperswithcode.com/method/faqstm24-free-solution-does-alaska-airlines
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[Faqs™24 free~Solution]Does Alaska Airlines have discounts for seniors?
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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-guideline-do-i-get-a-refund-if-jetblue
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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-us-does-jetblue-pay-for-hotel-if
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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/lsgan
|
LSGAN
|
LSGAN
|
**LSGAN**, or **Least Squares GAN**, is a type of generative adversarial network that adopts the least squares loss function for the discriminator. Minimizing the objective function of LSGAN yields minimizing the Pearson $\chi^{2}$ divergence. The objective function can be defined as:
$$ \min\_{D}V\_{LSGAN}\left(D\right) = \frac{1}{2}\mathbb{E}\_{\mathbf{x} \sim p\_{data}\left(\mathbf{x}\right)}\left[\left(D\left(\mathbf{x}\right) - b\right)^{2}\right] + \frac{1}{2}\mathbb{E}\_{\mathbf{z}\sim p\_{\mathbf{z}}\left(\mathbf{z}\right)}\left[\left(D\left(G\left(\mathbf{z}\right)\right) - a\right)^{2}\right] $$
$$ \min\_{G}V\_{LSGAN}\left(G\right) = \frac{1}{2}\mathbb{E}\_{\mathbf{z} \sim p\_{\mathbf{z}}\left(\mathbf{z}\right)}\left[\left(D\left(G\left(\mathbf{z}\right)\right) - c\right)^{2}\right] $$
where $a$ and $b$ are the labels for fake data and real data and $c$ denotes the value that $G$ wants $D$ to believe for fake data.
|
{
"title": "Least Squares Generative Adversarial Networks",
"url": "https://paperswithcode.com/paper/least-squares-generative-adversarial-networks"
}
| 2,000 |
http://arxiv.org/abs/1611.04076v3
|
Least Squares Generative Adversarial Networks
|
https://github.com/eriklindernoren/PyTorch-GAN/blob/master/implementations/lsgan/lsgan.py
| 18 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "Generative Adversarial Networks"
},
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "Generative Models"
}
] |
https://paperswithcode.com/method/3dssd
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3DSSD
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3DSSD
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**3DSSD** is a point-based 3D single stage object detection detector. In this paradigm, all upsampling layers and refinement stage, which are indispensable in all existing point-based methods, are abandoned to reduce the large computation cost. The authors propose a fusion sampling strategy in the downsampling process to make detection on less representative points feasible. A delicate box prediction network including a candidate generation layer, an anchor-free regression head with a 3D center-ness assignment strategy is designed to meet the needs of accuracy and speed.
|
{
"title": "3DSSD: Point-based 3D Single Stage Object Detector",
"url": "https://paperswithcode.com/paper/3dssd-point-based-3d-single-stage-object"
}
| 2,000 |
https://arxiv.org/abs/2002.10187v1
|
3DSSD: Point-based 3D Single Stage Object Detector
| null | 1 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Object Detection Models"
}
] |
https://paperswithcode.com/method/faqs-offers-how-do-i-contact-celebrity
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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/como-puedo-hablar-rapidamente-con-el
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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
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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/helpdesk-how-do-i-get-a-human-at-american
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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
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0.8% Nyquist computational ghost imaging via non-experimental deep learning
| null | 1 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Representations"
}
] |
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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-info-how-to-cancel-a-royal-caribbean
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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/how-to-contact-r
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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/glove
|
GloVe
|
GloVe Embeddings
|
**GloVe Embeddings** are a type of word embedding that encode the co-occurrence probability ratio between two words as vector differences. GloVe uses a weighted least squares objective $J$ that minimizes the difference between the dot product of the vectors of two words and the logarithm of their number of co-occurrences:
$$ J=\sum\_{i, j=1}^{V}f\left(𝑋\_{i j}\right)(w^{T}\_{i}\tilde{w}_{j} + b\_{i} + \tilde{b}\_{j} - \log{𝑋}\_{ij})^{2} $$
where $w\_{i}$ and $b\_{i}$ are the word vector and bias respectively of word $i$, $\tilde{w}_{j}$ and $b\_{j}$ are the context word vector and bias respectively of word $j$, $X\_{ij}$ is the number of times word $i$ occurs in the context of word $j$, and $f$ is a weighting function that assigns lower weights to rare and frequent co-occurrences.
|
{
"title": "GloVe: Global Vectors for Word Representation",
"url": "https://paperswithcode.com/paper/glove-global-vectors-for-word-representation"
}
| 2,000 |
https://aclanthology.org/D14-1162
|
GloVe: Global Vectors for Word Representation
| 357 |
[
{
"area": "Natural Language Processing",
"area_id": "natural-language-processing",
"collection": "Static Word Embeddings"
},
{
"area": "Natural Language Processing",
"area_id": "natural-language-processing",
"collection": "Word Embeddings"
}
] |
|
https://paperswithcode.com/method/oner
|
OneR
|
One Representation
|
In the OneR method, model input can be one of image, text or image+text, and CMC objective is combined with the traditional image-text contrastive (ITC) loss. Masked modeling is also carried out for all three input types (i.e., image, text and multi-modal). This framework employs no modality-specific architectural component except for the initial token embedding layer, making our model generic and modality-agnostic with minimal inductive bias.
|
{
"title": "Unifying Vision-Language Representation Space with Single-tower Transformer",
"url": "https://paperswithcode.com/paper/unifying-vision-language-representation-space"
}
| 2,000 |
https://arxiv.org/abs/2211.11153v1
|
Unifying Vision-Language Representation Space with Single-tower Transformer
| 2 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "Vision and Language Pre-Trained Models"
}
] |
|
https://paperswithcode.com/method/knowprompt
|
KnowPrompt
|
KnowPrompt
|
**KnowPrompt** is a prompt-tuning approach for relational understanding. It injects entity and relation knowledge into prompt construction with learnable virtual template words as well as answer words and synergistically optimize their representation with knowledge constraints. To be specific, TYPED MARKER is utilized around entities initialized with aggregated entity-type embeddings as learnable virtual template words to inject entity type knowledge. The average embeddings of each token are leveraged in relation labels as virtual answer words to inject relation knowledge. Since there exist implicit structural constraints among entities and relations, and virtual words should be consistent with the surrounding contexts, synergistic optimization is introduced to obtain optimized virtual templates and answer words. Concretely, a context-aware prompt calibration method is used with implicit structural constraints to inject structural knowledge implications among relational triples and associate prompt embeddings with each other.
|
{
"title": "KnowPrompt: Knowledge-aware Prompt-tuning with Synergistic Optimization for Relation Extraction",
"url": "https://paperswithcode.com/paper/adaprompt-adaptive-prompt-based-finetuning"
}
| 2,000 |
https://arxiv.org/abs/2104.07650v7
|
KnowPrompt: Knowledge-aware Prompt-tuning with Synergistic Optimization for Relation Extraction
| 6 |
[
{
"area": "General",
"area_id": "general",
"collection": "Prompt Engineering"
}
] |
|
https://paperswithcode.com/method/45-ways-to-connect-how-can-i-upgrade-my
|
45 Ways to Connect How can i upgrade my Oceania Cruises drink package: A Full Support Guide
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45 Ways to Connect How can i upgrade my Oceania Cruises drink package: A Full Support 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/22-ways-to-reach-how-do-i-contact-carnival
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{22} Ways To Reach : How do I contact Carnival Cruise Customer Service? via phone-chat-mail
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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/how-to-update-number-on-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
| null | 1 |
[
{
"area": "Computer Vision",
"area_id": "computer-vision",
"collection": "3D Face Mesh Models"
}
] |
https://paperswithcode.com/method/know-offer-what-is-the-24-hour-rule-for-copa
|
{KNOW~OFFER}} What is the 24 hour rule for Copa Airlines?
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{KNOW~OFFER}} What is the 24 hour rule for Copa Airlines?
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The "24-hour rule" for Copa flights ( 1⇌8.01-85.5⇌59.05) or ( 1⇌8.04-85.3⇌90.01) allows passengers to cancel a flight booking within 24 hours of purchase for a full refund ( 1⇌8.01-85.5⇌59.05) or ( 1⇌8.04-85.3⇌90.01), provided the flight was booked at least seven days before the scheduled departure.
|
{
"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/why-is-cash-app-saying-transfer-failed
|
Why is Cash App saying transfer failed? Payment Not Processed
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Why is Cash App saying transfer failed? Payment Not Processed
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Cash App may say "transfer failed" due to several reasons: 1-866-347-9201 insufficient funds, poor internet connection, incorrect recipient details, or flagged suspicious activity 1-866-347-9201. It can also happen if your linked bank or card declines the transaction. Verifying account info, 1-866-347-9201 ensuring enough balance, and updating the app often resolve the issue.
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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/help-gudie-como-hablo-con-una-persona-en-vivo
|
(Help~Gudie)¿Cómo hablo con una persona en vivo en United Airlines?
|
¿Cómo hablo con una persona en vivo en United Airlines?
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Para hablar directamente con un agente de United Airlines, puedes llamar a los siguientes números: en México, llama al 1-808-470-7107 o al 1-808-470-7107; en Estados Unidos, el número es +1 (866)-801-2564 o 1-800-UNITED-1 (1-808-470-7107) para clientes de habla inglesa
|
{
"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-assistance-how-do-i-ask-a-question-at
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Get-Assistance---How do i ask a Question at Expedia?
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Get-Assistance---How do i ask a Question at Expedia?
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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/wegl
|
WEGL
|
Wasserstein Embedding for Graph Learning
|
Please enter a description here
|
{
"title": "Wasserstein Embedding for Graph Learning",
"url": "https://paperswithcode.com/paper/wasserstein-embedding-for-graph-learning"
}
| 2,000 |
https://arxiv.org/abs/2006.09430v2
|
Wasserstein Embedding for Graph Learning
| null | 1 |
[
{
"area": "Graphs",
"area_id": "graphs",
"collection": "Graph Embeddings"
}
] |
https://paperswithcode.com/method/how-to-contact-robinhood-immediately-by-phone
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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/weight-tying
|
Weight Tying
|
Weight Tying
|
**Weight Tying** improves the performance of language models by tying (sharing) the weights of the embedding and [softmax](https://paperswithcode.com/method/softmax) layers. This method also massively reduces the total number of parameters in the language models that it is applied to.
Language models are typically comprised of an embedding layer, followed by a number of [Transformer](https://paperswithcode.com/method/transformer) or [LSTM](https://paperswithcode.com/method/lstm) layers, which are finally followed by a softmax layer. Embedding layers learn word representations, such that similar words (in meaning) are represented by vectors that are near each other (in cosine distance). [Press & Wolf, 2016] showed that the softmax matrix, in which every word also has a vector representation, also exhibits this property. This leads them to propose to share the softmax and embedding matrices, which is done today in nearly all language models.
This method was independently introduced by [Press & Wolf, 2016](https://paperswithcode.com/paper/using-the-output-embedding-to-improve) and [Inan et al, 2016](https://paperswithcode.com/paper/tying-word-vectors-and-word-classifiers-a).
Additionally, the Press & Wolf paper proposes Three-way Weight Tying, a method for NMT models in which the embedding matrix for the source language, the embedding matrix for the target language, and the softmax matrix for the target language are all tied. That method has been adopted by the Attention Is All You Need model and many other neural machine translation models.
|
{
"title": "Using the Output Embedding to Improve Language Models",
"url": "https://paperswithcode.com/paper/using-the-output-embedding-to-improve"
}
| 2,000 |
http://arxiv.org/abs/1608.05859v3
|
Using the Output Embedding to Improve Language Models
| 63 |
[
{
"area": "General",
"area_id": "general",
"collection": "Parameter Sharing"
}
] |
|
https://paperswithcode.com/method/spatial-attention-convmixer
|
Spatial Attention ConvMixer
|
Spatial Attention ConvMixer
|
Gastrointestinal (GI) disorders, encompassing conditions like cancer and Crohn’s disease, pose a signifcant threat to public health. Endoscopic examinations have become crucial for diagnosing and treating these disorders efciently. However, the subjective nature of manual evaluations by gastroenterologists can lead to potential errors in disease classifcation. In addition, the difculty of diagnosing diseased tissues in GI and the high similarity between classes made the subject a difcult area. Automated classifcation systems that use artifcial intelligence to solve these problems have gained traction. Automatic detection of diseases in medical images greatly benefts in the diagnosis of diseases and reduces the time of disease detection. In this study, we suggested a new architecture to enable research on computer-assisted diagnosis and automated disease detection in GI diseases. This architecture, called SpatialAttention ConvMixer (SAC), further developed the patch extraction technique used as the basis of the ConvMixer architecture with a spatial attention mechanism (SAM). The SAM enables the network to concentrate selectively on the most informative areas, assigning importance to each spatial location within the feature maps. We employ the Kvasir dataset to assess the accuracy of classifying GI illnesses using the SAC architecture. We compare our architecture’s results with Vanilla ViT, Swin Transformer, ConvMixer, MLPMixer, ResNet50, and SqueezeNet models. Our SAC method gets 93.37% accuracy, while the other architectures get respectively 79.52%, 74.52%, 92.48%, 63.04%, 87.44%, and 85.59%. The proposed spatial attention block improves the accuracy of the ConvMixer architecture on the Kvasir, outperforming the state-of-the-art methods with an accuracy rate of 93.37%.
| null | 2,000 | null | null |
https://github.com/ayyucedemirbas/Spatial-Attention-ConvMixer/blob/main/SpatialConvMixer_kvasir.ipynb
| 0 |
[
{
"area": "General",
"area_id": "general",
"collection": "Attention Mechanisms"
}
] |
https://paperswithcode.com/method/nt-xent
|
NT-Xent
|
Normalized Temperature-scaled Cross Entropy Loss
|
**NT-Xent**, or **Normalized Temperature-scaled Cross Entropy Loss**, is a loss function. Let $\text{sim}\left(\mathbf{u}, \mathbf{v}\right) = \mathbf{u}^{T}\mathbf{v}/||\mathbf{u}|| ||\mathbf{v}||$ denote the cosine similarity between two vectors $\mathbf{u}$ and $\mathbf{v}$. Then the loss function for a positive pair of examples $\left(i, j\right)$ is :
$$ \mathbb{l}\_{i,j} = -\log\frac{\exp\left(\text{sim}\left(\mathbf{z}\_{i}, \mathbf{z}\_{j}\right)/\tau\right)}{\sum^{2N}\_{k=1}\mathcal{1}\_{[k\neq{i}]}\exp\left(\text{sim}\left(\mathbf{z}\_{i}, \mathbf{z}\_{k}\right)/\tau\right)}$$
where $\mathcal{1}\_{[k\neq{i}]} \in ${$0, 1$} is an indicator function evaluating to $1$ iff $k\neq{i}$ and $\tau$ denotes a temperature parameter. The final loss is computed across all positive pairs, both $\left(i, j\right)$ and $\left(j, i\right)$, in a mini-batch.
Source: [SimCLR](https://paperswithcode.com/method/simclr)
|
{
"title": "Improved Deep Metric Learning with Multi-class N-pair Loss Objective",
"url": "https://paperswithcode.com/paper/improved-deep-metric-learning-with-multi"
}
| 2,000 |
http://papers.nips.cc/paper/6200-improved-deep-metric-learning-with-multi-class-n-pair-loss-objective
|
Improved Deep Metric Learning with Multi-class N-pair Loss Objective
|
https://github.com/google-research/simclr/blob/bfe07eed7f101ab51f3360100a28690e1bfbf6ec/objective.py#L38
| 251 |
[
{
"area": "General",
"area_id": "general",
"collection": "Loss Functions"
}
] |
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