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upvoted 3 papers 6 days ago

Beyond the 80/20 Rule: High-Entropy Minority Tokens Drive Effective Reinforcement Learning for LLM Reasoning

Paper • 2506.01939 • Published 8 days ago • 146

FlowMo: Variance-Based Flow Guidance for Coherent Motion in Video Generation

Paper • 2506.01144 • Published 9 days ago • 14

Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning

Paper • 2505.24726 • Published 12 days ago • 184

upvoted a paper 12 days ago

DeepTheorem: Advancing LLM Reasoning for Theorem Proving Through Natural Language and Reinforcement Learning

Paper • 2505.23754 • Published 12 days ago • 15

upvoted a paper 16 days ago

Model Already Knows the Best Noise: Bayesian Active Noise Selection via Attention in Video Diffusion Model

Paper • 2505.17561 • Published 19 days ago • 30

upvoted 4 papers 30 days ago

DeepSeek-R1 Thoughtology: Let's <think> about LLM Reasoning

Paper • 2504.07128 • Published Apr 2 • 85

Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?

Paper • 2504.13837 • Published Apr 18 • 128

Tina: Tiny Reasoning Models via LoRA

Paper • 2504.15777 • Published Apr 22 • 55

TTRL: Test-Time Reinforcement Learning

Paper • 2504.16084 • Published Apr 22 • 113

upvoted a paper 2 months ago

One-Minute Video Generation with Test-Time Training

Paper • 2504.05298 • Published Apr 7 • 105

upvoted 3 papers 3 months ago

DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Paper • 2503.14476 • Published Mar 18 • 128

Transformers without Normalization

Paper • 2503.10622 • Published Mar 13 • 165

Can Language Models Falsify? Evaluating Algorithmic Reasoning with Counterexample Creation

Paper • 2502.19414 • Published Feb 26 • 20

upvoted 7 papers 4 months ago

Thus Spake Long-Context Large Language Model

Paper • 2502.17129 • Published Feb 24 • 73

Logic-RL: Unleashing LLM Reasoning with Rule-Based Reinforcement Learning

Paper • 2502.14768 • Published Feb 20 • 48

Cramming 1568 Tokens into a Single Vector and Back Again: Exploring the Limits of Embedding Space Capacity

Paper • 2502.13063 • Published Feb 18 • 73

CRANE: Reasoning with constrained LLM generation

Paper • 2502.09061 • Published Feb 13 • 20

ReLearn: Unlearning via Learning for Large Language Models

Paper • 2502.11190 • Published Feb 16 • 29

SWE-Lancer: Can Frontier LLMs Earn $1 Million from Real-World Freelance Software Engineering?

Paper • 2502.12115 • Published Feb 17 • 45

Diverse Inference and Verification for Advanced Reasoning

Paper • 2502.09955 • Published Feb 14 • 18