Environments as Scaffold: Enriching Feedback to Bootstrap Self-Evolving Agents in Long-Horizon Tasks Paper • 2609.08404 • Published 10 days ago • 25
Beyond Simply Environment Scaling: Designing Effective Environment Distributions for Multimodal Agent Learning Paper • 2608.03571 • Published Aug 6 • 47
SFT Conflicts, RL Coexists: A Theoretical and Empirical Analysis of Multi-Task Learning for LLMs Paper • 2608.03573 • Published Aug 6 • 61
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 • 27
Why Multi-Step Tool-Use Reinforcement Learning Collapses and How Supervisory Signals Fix It Paper • 2606.26027 • Published Jun 24 • 19
Look Light, Think Heavy: What Multimodal Chain-of-Thought Reasoning Can and Cannot Do Paper • 2606.22565 • Published Jun 21 • 9
Qwen-AgentWorld: Language World Models for General Agents Paper • 2606.24597 • Published Jun 23 • 164
Show the Signal, Hide the Noise: Spectral Forcing for Pixel-Space Diffusion Paper • 2606.15236 • Published Jun 16 • 22
LectūraAgents: A Multi-Agent Framework for Adaptive Personalized AI-Assisted Learning and Embodied Teaching Paper • 2606.16428 • Published Jun 15 • 41
TRIAGE: Dialectical Reasoning for Explainable Risk Prediction on Irregularly Sampled Medical Time Series with LLMs Paper • 2606.09030 • Published Jun 8 • 30
GameCraft-Bench: Can Agents Build Playable Games End-to-End in a Real Game Engine? Paper • 2606.17861 • Published Jun 16 • 60
ACE-Ego-0: Unifying Egocentric Human and Robotic Data for VLA Pretraining Paper • 2606.17200 • Published Jun 15 • 56
Agentic Environment Engineering for Large Language Models: A Survey of Environment Modeling, Synthesis, Evaluation, and Application Paper • 2606.12191 • Published Jun 10 • 73
KnowRL: Boosting LLM Reasoning via Reinforcement Learning with Minimal-Sufficient Knowledge Guidance Paper • 2604.12627 • Published Apr 14 • 102
ClawGUI: A Unified Framework for Training, Evaluating, and Deploying GUI Agents Paper • 2604.11784 • Published Apr 13 • 143
Claw-Eval: Toward Trustworthy Evaluation of Autonomous Agents Paper • 2604.06132 • Published Apr 7 • 123