Chen Cai

A Physics-Informed Collision Learning Framework for Collaborative Robot Motion Generation

Close-proximity multi-arm manipulation requires collision models that are both geometrically accurate and differentiable enough for real-time optimization. Classical geometry checkers provide reliable distances but are difficult to use inside gradient-based model predictive control, while conservative proxy models can...