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Collections including paper arxiv:2507.15758

Group Sequence Policy Optimization

Paper • 2507.18071 • Published Jul 24, 2025 • 320
LAPO: Internalizing Reasoning Efficiency via Length-Adaptive Policy Optimization

Paper • 2507.15758 • Published Jul 21, 2025 • 35
Hierarchical Budget Policy Optimization for Adaptive Reasoning

Paper • 2507.15844 • Published Jul 21, 2025 • 17
Semi-off-Policy Reinforcement Learning for Vision-Language Slow-thinking Reasoning

Paper • 2507.16814 • Published Jul 22, 2025 • 21

LAPO: Internalizing Reasoning Efficiency via Length-Adaptive Policy Optimization

Paper • 2507.15758 • Published Jul 21, 2025 • 35
Hierarchical Budget Policy Optimization for Adaptive Reasoning

Paper • 2507.15844 • Published Jul 21, 2025 • 17
DriftMoE: A Mixture of Experts Approach to Handle Concept Drifts

Paper • 2507.18464 • Published Jul 24, 2025 • 12
Finding Dori: Memorization in Text-to-Image Diffusion Models Is Less Local Than Assumed

Paper • 2507.16880 • Published Jul 22, 2025 • 7

inference optimization

Low-Rank Adapters Meet Neural Architecture Search for LLM Compression

Paper • 2501.16372 • Published Jan 23, 2025 • 12
TAID: Temporally Adaptive Interpolated Distillation for Efficient Knowledge Transfer in Language Models

Paper • 2501.16937 • Published Jan 28, 2025 • 7
Matryoshka Quantization

Paper • 2502.06786 • Published Feb 10, 2025 • 32
Identifying Sensitive Weights via Post-quantization Integral

Paper • 2503.01901 • Published Feb 28, 2025 • 8

Snowflake/Arctic-Text2SQL-R1-7B

8B • Updated May 29, 2025 • 8.12k • 70
Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning

Paper • 2505.24726 • Published May 30, 2025 • 282
Reinforcement Pre-Training

Paper • 2506.08007 • Published Jun 9, 2025 • 265
Drag-and-Drop LLMs: Zero-Shot Prompt-to-Weights

Paper • 2506.16406 • Published Jun 19, 2025 • 133

Reasoning Models

Thoughts Are All Over the Place: On the Underthinking of o1-Like LLMs

Paper • 2501.18585 • Published Jan 30, 2025 • 61
LLMs Can Easily Learn to Reason from Demonstrations Structure, not content, is what matters!

Paper • 2502.07374 • Published Feb 11, 2025 • 40
Can 1B LLM Surpass 405B LLM? Rethinking Compute-Optimal Test-Time Scaling

Paper • 2502.06703 • Published Feb 10, 2025 • 152
S*: Test Time Scaling for Code Generation

Paper • 2502.14382 • Published Feb 20, 2025 • 63

Group Sequence Policy Optimization

Paper • 2507.18071 • Published Jul 24, 2025 • 320
LAPO: Internalizing Reasoning Efficiency via Length-Adaptive Policy Optimization

Paper • 2507.15758 • Published Jul 21, 2025 • 35
Hierarchical Budget Policy Optimization for Adaptive Reasoning

Paper • 2507.15844 • Published Jul 21, 2025 • 17
Semi-off-Policy Reinforcement Learning for Vision-Language Slow-thinking Reasoning

Paper • 2507.16814 • Published Jul 22, 2025 • 21

Snowflake/Arctic-Text2SQL-R1-7B

8B • Updated May 29, 2025 • 8.12k • 70
Reflect, Retry, Reward: Self-Improving LLMs via Reinforcement Learning

Paper • 2505.24726 • Published May 30, 2025 • 282
Reinforcement Pre-Training

Paper • 2506.08007 • Published Jun 9, 2025 • 265
Drag-and-Drop LLMs: Zero-Shot Prompt-to-Weights

Paper • 2506.16406 • Published Jun 19, 2025 • 133

LAPO: Internalizing Reasoning Efficiency via Length-Adaptive Policy Optimization

Paper • 2507.15758 • Published Jul 21, 2025 • 35
Hierarchical Budget Policy Optimization for Adaptive Reasoning

Paper • 2507.15844 • Published Jul 21, 2025 • 17
DriftMoE: A Mixture of Experts Approach to Handle Concept Drifts

Paper • 2507.18464 • Published Jul 24, 2025 • 12
Finding Dori: Memorization in Text-to-Image Diffusion Models Is Less Local Than Assumed

Paper • 2507.16880 • Published Jul 22, 2025 • 7

Reasoning Models

Thoughts Are All Over the Place: On the Underthinking of o1-Like LLMs

Paper • 2501.18585 • Published Jan 30, 2025 • 61
LLMs Can Easily Learn to Reason from Demonstrations Structure, not content, is what matters!

Paper • 2502.07374 • Published Feb 11, 2025 • 40
Can 1B LLM Surpass 405B LLM? Rethinking Compute-Optimal Test-Time Scaling

Paper • 2502.06703 • Published Feb 10, 2025 • 152
S*: Test Time Scaling for Code Generation

Paper • 2502.14382 • Published Feb 20, 2025 • 63

inference optimization

Low-Rank Adapters Meet Neural Architecture Search for LLM Compression

Paper • 2501.16372 • Published Jan 23, 2025 • 12
TAID: Temporally Adaptive Interpolated Distillation for Efficient Knowledge Transfer in Language Models

Paper • 2501.16937 • Published Jan 28, 2025 • 7
Matryoshka Quantization

Paper • 2502.06786 • Published Feb 10, 2025 • 32
Identifying Sensitive Weights via Post-quantization Integral

Paper • 2503.01901 • Published Feb 28, 2025 • 8

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