105 citations · 139 across the 14 of their papers we have counts for
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cs.LG2026
Distributionally Robust and Safe Imitation Learning
Ahmed Aboudonia, Naira Hovakimyan
Imitation learning (IL) has achieved remarkable success in complex decision-making tasks. However, its performance is highly sensitive to distribution shifts, which can pose signif…
cs.LG2021★ 105 cited
Physics-informed linear regression is competitive with two Machine Learning methods in residential building MPC
Felix Bünning, Benjamin Huber, Adrian Schalbetter +5
Because physics-based building models are difficult to obtain as each building is individual, there is an increasing interest in generating models suitable for building MPC directl…