Recent differentiable rendering techniques have become key tools to tackle many inverse problems in graphics and vision. Existing models, however, assume steady-state light transport, i.e., infinite speed of light. While this is a safe assumption for applications, recent advances ultrafast imaging leverage the wealth information that can be extracted from exact time flight In context, physicall...