2026
Differentiable Simulation of Hard Contacts with Soft Gradients for Learning and Control
ICLR 2026poster
Contact forces introduce discontinuities into robot dynamics that severely limit the use of simulators for gradient-based optimization. Penalty-based simulators such as MuJoCo, soften contact resolution to enable gradient computation. However, realistically simulating hard contacts requires stiff so…