Efficient Reasoning

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ChengsongHuang 

authored 6 papers about 13 hours ago

Small RL Controller, Large Language Model: RL-Guided Adaptive Sampling for Test-Time Scaling

Paper • 2606.03102 • Published Jun 2 • 14

MoCo: A One-Stop Shop for Model Collaboration Research

Paper • 2601.21257 • Published Apr 19

You Only Need Minimal RLVR Training: Extrapolating LLMs via Rank-1 Trajectories

Paper • 2605.21468 • Published May 20 • 51

Process Rewards with Learned Reliability

Paper • 2605.15529 • Published May 15 • 52

G-Zero: Self-Play for Open-Ended Generation from Zero Data

Paper • 2605.09959 • Published May 11 • 18

LLMs Improving LLMs: Agentic Discovery for Test-Time Scaling

Paper • 2605.08083 • Published May 8 • 71

TongZheng1999 

submitted a paper to Daily Papers 8 days ago

Dream-RSI: Recursive Self-Improvement through Evolving Worlds

Paper • 2609.14858 • Published 9 days ago • 243

ChengsongHuang 

submitted a paper to Daily Papers 19 days ago

Random Attention: Rethinking KV Cache Eviction for Efficient Reasoning

Paper • 2609.03430 • Published 20 days ago • 187

Leo-Dai 

authored 2 papers 20 days ago

It Takes Two to Match: Co-Evolving Generative Retriever with Reinforcement Learning

Paper • 2609.00638 • Published 22 days ago • 66

Influence-Directed Distillation: Solving the Diversity Bottleneck in Sampled-Token On-Policy Distillation

Paper • 2608.29846 • Published 24 days ago • 15

Leo-Dai 

submitted 2 papers to Daily Papers 20 days ago

Influence-Directed Distillation: Solving the Diversity Bottleneck in Sampled-Token On-Policy Distillation

Paper • 2608.29846 • Published 24 days ago • 15

It Takes Two to Match: Co-Evolving Generative Retriever with Reinforcement Learning

Paper • 2609.00638 • Published 22 days ago • 66

ChengsongHuang 

authored a paper about 1 month ago

EnvHarness: Awakening Static Worlds for Agent Learning

Paper • 2608.19880 • Published Aug 20 • 175

Leo-Dai 

authored a paper 4 months ago

Small RL Controller, Large Language Model: RL-Guided Adaptive Sampling for Test-Time Scaling

Paper • 2606.03102 • Published Jun 2 • 14

ChengsongHuang 

submitted a paper to Daily Papers 4 months ago

Small RL Controller, Large Language Model: RL-Guided Adaptive Sampling for Test-Time Scaling

Paper • 2606.03102 • Published Jun 2 • 14

TongZheng1999 

authored a paper 4 months ago

LLMs Improving LLMs: Agentic Discovery for Test-Time Scaling

Paper • 2605.08083 • Published May 8 • 71

Leo-Dai 

authored 3 papers 4 months ago

DeltaRubric: Generative Multimodal Reward Modeling via Joint Planning and Verification

Paper • 2605.09269 • Published May 10 • 5

Reinforcing Multimodal Reasoning Against Visual Degradation

Paper • 2605.09262 • Published May 10 • 6

G-Zero: Self-Play for Open-Ended Generation from Zero Data

Paper • 2605.09959 • Published May 11 • 18

ChengsongHuang 

submitted a paper to Daily Papers 4 months ago

G-Zero: Self-Play for Open-Ended Generation from Zero Data

Paper • 2605.09959 • Published May 11 • 18