1.1k citations · 1.6k across the 20 of their papers we have counts for
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cs.LG2023★ 3 cited
Pretty darn good control: when are approximate solutions better than approximate models
Felipe Montealegre-Mora, Marcus Lapeyrolerie, Melissa Chapman +2
Existing methods for optimal control struggle to deal with the complexity commonly encountered in real-world systems, including dimensionality, process error, model bias and data h…
cs.CY2023★ 31 cited
Bridging adaptive management and reinforcement learning for more robust decisions
Melissa Chapman, Lily Xu, Marcus Lapeyrolerie +1
From out-competing grandmasters in chess to informing high-stakes healthcare decisions, emerging methods from artificial intelligence are increasingly capable of making complex and…