Author

Xiaofeng Wang

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Preprint Oct 2026

RobotAPO: Adversarial Physics Preference Optimization for Robotic Manipulation Video Generation

Robotic manipulation videos are increasingly used as visual plans for embodied agents, but optimizing purely for visual plausibility often fails to capture the fragile physical manifold of real-world interactions. Even minor physics-violating errors at the interaction boundary, such as interpenetration or premature obj...

Ke-Rui Li, Zhe Jing, Chen-Yi Huang et al. · 0 citations

Jul 2026

ACE-Brain-0.5: A Unified Embodied Foundational Model for Physical Agentic AI

ACE-Brain-0.5 is presented, a unified embodied foundation model that organizes robot intelligence into five coupled functions: spatial perception, decision making, embodied interaction, self-monitoring, and self-improvement, and SSR+, which extends Scaffold-Specialize-Reconcile with a Reactivate stage after task-vector...

Zi-Yang Gong, Hao-Ming Gu, Ze-Hang Luo et al. · arXiv.org · 3 citations