SoL-Refiner: Speed-of-Light One-Step Refinement for High-Resolution Video Paper • 2609.37969 • Published 2 days ago • 29
OmniTaskonomy: When Does Visual Generation Improve Visual Understanding? Paper • 2609.38079 • Published 2 days ago • 45
TraceDance: An Automated System for Building Agent Behavior Benchmarks from Real-World Agent Deployment Traces Paper • 2609.33295 • Published 4 days ago • 63
Learning Native Reflection in Unified Models with Interleaved Reinforcement Learning Paper • 2609.35767 • Published 3 days ago • 41
PackLab: A Comprehensive Framework for Developing, Training, and Evaluating MLLMs in Robotic Bin Packing Paper • 2609.23784 • Published 11 days ago • 14
SoL-Pi: Recursively Scaling Auto-Research Loops for Efficient Agent Harness Paper • 2609.20519 • Published 14 days ago • 138
Annotations as Rollouts: Efficient and Scalable Reinforcement Learning for Video MLLMs Paper • 2608.20492 • Published Aug 20 • 87
DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment Paper • 2607.07820 • Published Jul 8 • 95
Accurate, Interdisciplinary and Transparent Structure-property Understanding with Deep Native Structural Reasoning Paper • 2607.07708 • Published Jul 8 • 88