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Collections including paper arxiv:2605.20613

WTF GENIUS PAPERS

Papers that made me appreciate my major and my life a little more. obs=Observation, innov=Innovation. Most papers are abt improving tiny models.

about 8 hours ago

Continuous Latent Diffusion Language Model

Paper • 2605.06548 • Published May 7 • 87
Scaling Latent Reasoning via Looped Language Models

Paper • 2510.25741 • Published Oct 29, 2025 • 234
Scaling up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach

Paper • 2502.05171 • Published Feb 7, 2025 • 160
Pretraining Language Models to Ponder in Continuous Space

Paper • 2505.20674 • Published May 27, 2025 • 3

HRM-Text: Efficient Pretraining Beyond Scaling

Paper • 2605.20613 • Published May 20 • 323
Prompt-Level Distillation: A Non-Parametric Alternative to Model Fine-Tuning for Efficient Reasoning

Paper • 2602.21103 • Published Jun 2 • 9

microsoft/Fara-7B

Image-Text-to-Text • 8B • Updated May 19 • 10.3k • 618
HRM-Text: Efficient Pretraining Beyond Scaling

Paper • 2605.20613 • Published May 20 • 323

When Scaling Meets LLM Finetuning: The Effect of Data, Model and Finetuning Method

Paper • 2402.17193 • Published Feb 27, 2024 • 27
What Happened in LLMs Layers when Trained for Fast vs. Slow Thinking: A Gradient Perspective

Paper • 2410.23743 • Published Oct 31, 2024 • 64
Direct Preference Optimization Using Sparse Feature-Level Constraints

Paper • 2411.07618 • Published Nov 12, 2024 • 17
Transformer^2: Self-adaptive LLMs

Paper • 2501.06252 • Published Jan 9, 2025 • 55

Pre-Training Tokens

HRM-Text: Efficient Pretraining Beyond Scaling

Paper • 2605.20613 • Published May 20 • 323
LoopUS: Recasting Pretrained LLMs into Looped Latent Refinement Models

Paper • 2605.11011 • Published May 10 • 10
Less is More: Recursive Reasoning with Tiny Networks

Paper • 2510.04871 • Published Oct 6, 2025 • 518
Characterizing, Evaluating, and Optimizing Complex Reasoning

Paper • 2602.08498 • Published Jun 3 • 1

ShotStream: Streaming Multi-Shot Video Generation for Interactive Storytelling

Paper • 2603.25746 • Published Mar 26 • 155
TAPS: Task Aware Proposal Distributions for Speculative Sampling

Paper • 2603.27027 • Published Mar 27 • 147
Out of Sight but Not Out of Mind: Hybrid Memory for Dynamic Video World Models

Paper • 2603.25716 • Published Mar 26 • 157
LongCat-Next: Lexicalizing Modalities as Discrete Tokens

Paper • 2603.27538 • Published Mar 29 • 150

s1: Simple test-time scaling

Paper • 2501.19393 • Published Jan 31, 2025 • 126
HRM-Text: Efficient Pretraining Beyond Scaling

Paper • 2605.20613 • Published May 20 • 323
Generative Recursive Reasoning

Paper • 2605.19376 • Published May 20 • 31

WTF GENIUS PAPERS

Papers that made me appreciate my major and my life a little more. obs=Observation, innov=Innovation. Most papers are abt improving tiny models.

about 8 hours ago

Continuous Latent Diffusion Language Model

Paper • 2605.06548 • Published May 7 • 87
Scaling Latent Reasoning via Looped Language Models

Paper • 2510.25741 • Published Oct 29, 2025 • 234
Scaling up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach

Paper • 2502.05171 • Published Feb 7, 2025 • 160
Pretraining Language Models to Ponder in Continuous Space

Paper • 2505.20674 • Published May 27, 2025 • 3

Pre-Training Tokens

HRM-Text: Efficient Pretraining Beyond Scaling

Paper • 2605.20613 • Published May 20 • 323
LoopUS: Recasting Pretrained LLMs into Looped Latent Refinement Models

Paper • 2605.11011 • Published May 10 • 10
Less is More: Recursive Reasoning with Tiny Networks

Paper • 2510.04871 • Published Oct 6, 2025 • 518
Characterizing, Evaluating, and Optimizing Complex Reasoning

Paper • 2602.08498 • Published Jun 3 • 1

HRM-Text: Efficient Pretraining Beyond Scaling

Paper • 2605.20613 • Published May 20 • 323
Prompt-Level Distillation: A Non-Parametric Alternative to Model Fine-Tuning for Efficient Reasoning

Paper • 2602.21103 • Published Jun 2 • 9

ShotStream: Streaming Multi-Shot Video Generation for Interactive Storytelling

Paper • 2603.25746 • Published Mar 26 • 155
TAPS: Task Aware Proposal Distributions for Speculative Sampling

Paper • 2603.27027 • Published Mar 27 • 147
Out of Sight but Not Out of Mind: Hybrid Memory for Dynamic Video World Models

Paper • 2603.25716 • Published Mar 26 • 157
LongCat-Next: Lexicalizing Modalities as Discrete Tokens

Paper • 2603.27538 • Published Mar 29 • 150

microsoft/Fara-7B

Image-Text-to-Text • 8B • Updated May 19 • 10.3k • 618
HRM-Text: Efficient Pretraining Beyond Scaling

Paper • 2605.20613 • Published May 20 • 323

s1: Simple test-time scaling

Paper • 2501.19393 • Published Jan 31, 2025 • 126
HRM-Text: Efficient Pretraining Beyond Scaling

Paper • 2605.20613 • Published May 20 • 323
Generative Recursive Reasoning

Paper • 2605.19376 • Published May 20 • 31

When Scaling Meets LLM Finetuning: The Effect of Data, Model and Finetuning Method

Paper • 2402.17193 • Published Feb 27, 2024 • 27
What Happened in LLMs Layers when Trained for Fast vs. Slow Thinking: A Gradient Perspective

Paper • 2410.23743 • Published Oct 31, 2024 • 64
Direct Preference Optimization Using Sparse Feature-Level Constraints

Paper • 2411.07618 • Published Nov 12, 2024 • 17
Transformer^2: Self-adaptive LLMs

Paper • 2501.06252 • Published Jan 9, 2025 • 55

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