6 citations · 9 across the 3 of their papers we have counts for
3 papers
math.OC2024★ 1 cited
From Distributional Robustness to Robust Statistics: A Confidence Sets Perspective
Gabriel Chan, Bart Van Parys, Amine Bennouna
We establish a connection between distributionally robust optimization (DRO) and classical robust statistics. We demonstrate that this connection arises naturally in the context of…
stat.ML2023★ 2 cited
Certified Robust Neural Networks: Generalization and Corruption Resistance
Amine Bennouna, Ryan Lucas, Bart Van Parys
Recent work have demonstrated that robustness (to "corruption") can be at odds with generalization. Adversarial training, for instance, aims to reduce the problematic susceptibilit…
stat.ML2022★ 6 cited
Holistic Robust Data-Driven Decisions
Amine Bennouna, Bart Van Parys, Ryan Lucas
The design of data-driven formulations for machine learning and decision-making with good out-of-sample performance is a key challenge. The observation that good in-sample performa…