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cs.LG2024
It begins with a boundary: A geometric view on probabilistically robust learning
Leon Bungert, Nicolás GarcÃa Trillos, Matt Jacobs +3
Although deep neural networks have achieved super-human performance on many classification tasks, they often exhibit a worrying lack of robustness towards adversarially generated e…
cs.LG2024
Differentiating Through Integer Linear Programs with Quadratic Regularization and Davis-Yin Splitting
Daniel McKenzie, Samy Wu Fung, Howard Heaton
In many applications, a combinatorial problem must be repeatedly solved with similar, but distinct parameters. Yet, the parameters are not directly observed; only contextual da…