TL;DR of the paper, generated automatically.

A survey of differentiable physics simulation, and whether a correct gradient helps.

• Framing: separates what a derivative refers to from how it's computed.
• Testbed: four ways useful gradients get lost, measured on one setup.
• Also: zeroth-order methods can beat simulator gradients in some regimes.