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upvoted a paper about 8 hours ago

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

upvoted a paper 3 months ago

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

upvoted a paper 3 months ago

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

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upvoted a paper about 8 hours ago

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

Paper • 2611.06483 • Published 1 day ago • 28

upvoted 2 papers 3 months ago

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

Paper • 2608.03573 • Published Aug 6 • 56

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

Paper • 2608.03571 • Published Aug 6 • 42

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