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Andrew Zou Li

2 accepted papers

2025

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

RA-L 2025

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

Cited by 8SourceScholar
2024

Stepping Forward on the Last Mile

NeurIPS 2024poster

Continuously adapting pre-trained models to local data on resource constrained edge devices is the \emph{last mile} for model deployment. However, as models increase in size and depth, backpropagation requires a large amount of memory, which becomes prohibitive for edge devices. In addition, most ex…

Cited by 1SourcePDFScholar