Annotations as Rollouts: Efficient and Scalable Reinforcement Learning for Video MLLMs Paper • 2608.20492 • Published 17 days ago • 111
DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment Paper • 2607.07820 • Published Jul 8 • 94
Accurate, Interdisciplinary and Transparent Structure-property Understanding with Deep Native Structural Reasoning Paper • 2607.07708 • Published Jul 8 • 89
SANA-Streaming: Real-time Streaming Video Editing with Hybrid Diffusion Transformer Paper • 2605.30409 • Published May 28 • 42
SkillEvolBench: Benchmarking the Evolution from Episodic Experience to Procedural Skills Paper • 2605.24117 • Published May 22 • 23
GenEvolve: Self-Evolving Image Generation Agents via Tool-Orchestrated Visual Experience Distillation Paper • 2605.21605 • Published May 20 • 17 • 2