Fabian Damken

STAMP: Differentiable Task and Motion Planning via Stein Variational Gradient Descent

Planning for sequential robotics tasks often requires integrated symbolic and geometric reasoning. TAMP algorithms typically solve these problems by performing a tree search over high-level task sequences while checking for kinematic and dynamic feasibility. This can be inefficient because, typicall