Panagiotis D. Grontas

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20222025

most citedBIG Hype: Best Intervention in Games via Distributed Hypergradient Descent

1 citations · 1 across the 7 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, $Π$ net, leverages operator splitting for rapid and reliable projecti…