DiffGIPC: Differentiable Mixed-Coordinate Contact Dynamics on GPU

This paper presents DiffGIPC, a GPU-accelerated differentiable framework for contact dynamics that optimizes interactions between deformable and nearly rigid bodies. It addresses limitations of existing methods by reducing computational costs through efficient backward differentiation and a coupled FEM-affine adjoint system, achieving significant speedups in simulation and optimization tasks.