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20222026
most citedEfficient safe learning for controller tuning with experimental validation

1 citations · 4 across the 27 of their papers we have counts for

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cs.LG2025

Pinet: Optimizing hard-constrained neural networks with orthogonal projection layers

Panagiotis D. Grontas, Antonio Terpin, Efe C. Balta +2

We introduce an output layer for neural networks that ensures satisfaction of convex constraints. Our approach, net, leverages operator splitting for rapid and reliable projecti…

cs.LG2025

Wasserstein Distributionally Robust Bayesian Optimization with Continuous Context

Francesco Micheli, Efe C. Balta, Anastasios Tsiamis +1

We address the challenge of sequential data-driven decision-making under context distributional uncertainty. This problem arises in numerous real-world scenarios where the learner…