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
Why Multi-Step Tool-Use Reinforcement Learning Collapses and How Supervisory Signals Fix It Paper • 2606.26027 • Published Jun 24 • 18
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 • 156
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 • 40
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 • 59
ACE-Ego-0: Unifying Egocentric Human and Robotic Data for VLA Pretraining Paper • 2606.17200 • Published Jun 15 • 55
Agentic Environment Engineering for Large Language Models: A Survey of Environment Modeling, Synthesis, Evaluation, and Application Paper • 2606.12191 • Published Jun 10 • 71
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 • 122
Video-MME-v2: Towards the Next Stage in Benchmarks for Comprehensive Video Understanding Paper • 2604.05015 • Published Apr 6 • 236
Think While Watching: Online Streaming Segment-Level Memory for Multi-Turn Video Reasoning in Multimodal Large Language Models Paper • 2603.11896 • Published Mar 12 • 10
MMR-Life: Piecing Together Real-life Scenes for Multimodal Multi-image Reasoning Paper • 2603.02024 • Published Mar 2 • 47
Dancing in Chains: Strategic Persuasion in Academic Rebuttal via Theory of Mind Paper • 2601.15715 • Published Jan 22 • 14