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commented a paper 7 days ago

What Does Multi-Turn Reinforcement Learning Really Improve in LLM Agents?

Paper • 2611.06483 • Published 9 days ago • 39 •

6

upvoted a paper 8 days ago

What Does Multi-Turn Reinforcement Learning Really Improve in LLM Agents?

Paper • 2611.06483 • Published 9 days ago • 39

submitted a paper to Daily Papers 8 days ago

What Does Multi-Turn Reinforcement Learning Really Improve in LLM Agents?

Paper • 2611.06483 • Published 9 days ago • 39

authored a paper 15 days ago

Look Light, Think Heavy: What Multimodal Chain-of-Thought Reasoning Can and Cannot Do

Paper • 2606.22565 • Published Jun 21 • 9

upvoted a paper 2 months ago

SolarWM: Open Data and Scalable Training for Long-Horizon Video World Models

Paper • 2609.02886 • Published Sep 2 • 114

liked 2 models 2 months ago

CogEvol/CogEvol-4B-Q4_K_M-GGUF

Text Generation • 4B • Updated Sep 3 • 125 • 3

CogEvol/CogEvol-4B

Text Generation • 5B • Updated Sep 3 • 94 • 28

upvoted a paper 2 months ago

CogEvol: Towards Efficient and Reliable Learning Environment Generation

Paper • 2608.30968 • Published Aug 31 • 34

upvoted 2 papers 3 months ago

Beyond Simply Environment Scaling: Designing Effective Environment Distributions for Multimodal Agent Learning

Paper • 2608.03571 • Published Aug 6 • 42

SFT Conflicts, RL Coexists: A Theoretical and Empirical Analysis of Multi-Task Learning for LLMs

Paper • 2608.03573 • Published Aug 6 • 56

submitted 2 papers to Daily Papers 3 months ago

Beyond Simply Environment Scaling: Designing Effective Environment Distributions for Multimodal Agent Learning

Paper • 2608.03571 • Published Aug 6 • 42

SFT Conflicts, RL Coexists: A Theoretical and Empirical Analysis of Multi-Task Learning for LLMs

Paper • 2608.03573 • Published Aug 6 • 56

upvoted a paper 3 months ago

SWE-Touch: Benchmarking Coding Agents When Users Touch the Code

Paper • 2608.02499 • Published Aug 3 • 20

upvoted a paper 4 months ago

The Physics of Multi-Turn Long-Horizon Planning: From Pre-training to Post-training via Single- and Multi-Teacher On-Policy Agentic Distillation

Paper • 2607.24720 • Published Jul 27 • 26

upvoted a paper 5 months ago

Why Multi-Step Tool-Use Reinforcement Learning Collapses and How Supervisory Signals Fix It

Paper • 2606.26027 • Published Jun 24 • 19

authored a paper 5 months ago

Omni-Reward: Towards Generalist Omni-Modal Reward Modeling with Free-Form Preferences

Paper • 2510.23451 • Published Oct 27, 2025 • 28

upvoted a paper 5 months ago

Agentic Environment Engineering for Large Language Models: A Survey of Environment Modeling, Synthesis, Evaluation, and Application

Paper • 2606.12191 • Published Jun 10 • 72

authored a paper 5 months ago

Agentic Environment Engineering for Large Language Models: A Survey of Environment Modeling, Synthesis, Evaluation, and Application

Paper • 2606.12191 • Published Jun 10 • 72

upvoted a paper 7 months ago

From P(y|x) to P(y): Investigating Reinforcement Learning in Pre-train Space

Paper • 2604.14142 • Published Apr 15 • 30

upvoted a paper 8 months ago

MMR-Life: Piecing Together Real-life Scenes for Multimodal Multi-image Reasoning

Paper • 2603.02024 • Published Mar 2 • 46