الباحثون

Dengchen Mei

المنشورات 2

نسخة أولية وصول مفتوح

MotionForge: A Data Generation Pipeline and Large-Scale Benchmark for Long-Horizon Manipulation of Dynamic Objects with Domain Shifts

Mohan Liu, Dengchen Mei, Haotian Xian وآخرون · 2026

Recent advances in learning-based robot policies have demonstrated promising progress, yet they are predom- inantly evaluated in static or quasi-static environments. In dynamic manipulation, objects and scenes continuously evolve while the robot perceives, reasons, and acts. However, recent dynamic simulation benchmark …

نسخة أولية وصول مفتوح

Cognitive Action Reasoning for Proactive Robots from Human-Centered Multimodal Observations

Zhihao Gu, Kechao Zhu, Yuanfeng Wu وآخرون · 2026

Robots operating in human-centered environments are typically designed to execute explicit instructions, and most robot-learning datasets likewise pair observations with task instructions or low-level actions. Although recent work has begun to explore proactive embodied assistance, existing resources target different s …

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