Jun-Zhi Li

Physics-Constrained Neural Operator Enables Differentiable Simulation of Soft Object Manipulation

PhysCon-Deform is introduced, which is a mixed framework for specific tasks, combining residual neurodynamics learning and a differential augmented Lagrangian projection layer, which reduces long-term constraint violations, demonstrates high robustness to end-effector trajectory noise, and enables efficient real-time t...