67 citations · 68 across the 14 of their papers we have counts for
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Improved Sample Complexity of Imitation Learning for Barrier Model Predictive Control
Daniel Pfrommer, Swati Padmanabhan, Kwangjun Ahn +4
Recent work in imitation learning has shown that having an expert controller that is both suitably smooth and stable enables stronger guarantees on the performance of the learned c…
On the Sample Complexity of Imitation Learning for Smoothed Model Predictive Control
Daniel Pfrommer, Swati Padmanabhan, Kwangjun Ahn +4
Recent work in imitation learning has shown that having an expert controller that is both suitably smooth and stable enables stronger guarantees on the performance of the learned c…
Warm Start of Mixed-Integer Programs for Model Predictive Control of Hybrid Systems
Tobia Marcucci, Russ Tedrake
In hybrid Model Predictive Control (MPC), a Mixed-Integer Quadratic Program (MIQP) is solved at each sampling time to compute the optimal control action. Although these optimizatio…