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upvoted a paper 13 minutes ago

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

Paper • 2608.03573 • Published 4 days ago • 17

upvoted a paper 16 minutes ago

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

Paper • 2608.03571 • Published 4 days ago • 18

upvoted a paper 13 days 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 14 days ago • 26

upvoted 2 papers about 2 months ago

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

Paper • 2606.26027 • Published Jun 24 • 18

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

Paper • 2606.12191 • Published Jun 10 • 71