Bundled Contact Gradients: Stabilizing Differentiable Simulation for Deployable Dynamic Tasks

Differentiable simulation provides analytic gradients of robot dynamics, enabling fast and sample-efficient first-order policy optimization. However, obtaining smooth and informative gradients through rigid-body contact typically requires softened contact models, often at the expense of physical fid