Rethinking On-Policy Distillation of Large Language Models II: One Training Example Paper • 2609.04172 • Published 1 day ago • 61
CogEvol: Towards Efficient and Reliable Learning Environment Generation Paper • 2608.30968 • Published 5 days ago • 30
CogEvol: Towards Efficient and Reliable Learning Environment Generation Paper • 2608.30968 • Published 5 days ago • 30
Beyond Simply Environment Scaling: Designing Effective Environment Distributions for Multimodal Agent Learning Paper • 2608.03571 • Published 30 days ago • 46
SFT Conflicts, RL Coexists: A Theoretical and Empirical Analysis of Multi-Task Learning for LLMs Paper • 2608.03573 • Published 30 days ago • 60
EurekAgent: Agent Environment Engineering is All You Need For Autonomous Scientific Discovery Paper • 2606.13662 • Published Jun 11 • 33
Agentic Environment Engineering for Large Language Models: A Survey of Environment Modeling, Synthesis, Evaluation, and Application Paper • 2606.12191 • Published Jun 10 • 73
LongTraceRL: Learning Long-Context Reasoning from Search Agent Trajectories with Rubric Rewards Paper • 2605.31584 • Published May 29 • 43
Rethinking On-Policy Distillation of Large Language Models: Phenomenology, Mechanism, and Recipe Paper • 2604.13016 • Published Apr 14 • 116
IndexCache: Accelerating Sparse Attention via Cross-Layer Index Reuse Paper • 2603.12201 • Published Mar 12 • 69
The Flexibility Trap: Why Arbitrary Order Limits Reasoning Potential in Diffusion Language Models Paper • 2601.15165 • Published Jan 21 • 75
Chaining the Evidence: Robust Reinforcement Learning for Deep Search Agents with Citation-Aware Rubric Rewards Paper • 2601.06021 • Published Jan 9 • 47