Xinying Zou, Samir M Perlaza, Iñaki Esnaola, Eitan Altman, H Vincent Poor, The Worst-Case Data-Generating Probability Measure in Statistical Learning, IEEE Journal on Selected Areas in Information Theory, vol. 5, pp. 175 – 189, April 2024.
Samir M Perlaza, Xinying Zou, The Generalization Error of Machine Learning Algorithms,
IEEE Transactions on Information Theory, under review since October 2025.
Xinying Zou, Samir M Perlaza, Iñaki Esnaola, Eitan Altman, Generalization Analysis of Machine Learning Algorithms via the Worst-Case Data-Generating Probability Measure, in Proceedings of the AAAI Conference on Artificial Intelligence, Vancouver, Canada, Feb. 2024.
Xinying Zou, Samir M. Perlaza, Iñaki Esnaola, A Minimax Approach for Robustifying Statistical Learning Algorithms, RR-9600, INRIA. 2025. ⟨https://inria.hal.science/hal-05393845⟩.
Xinying Zou, Samir M. Perlaza, Iñaki Esnaola, Eitan Altman, H. Vincent Poor, An Exact Characterization of the Generalization Error of Machine Learning Algorithms, RR-9539, INRIA. 2024. ⟨hal-04442566⟩.
Xinying Zou, Samir M. Perlaza, Iñaki Esnaola, Eitan Altman, The Worst-Case Data-Generating Probability Measure, RR-9515, INRIA. 2023. ⟨hal-04181971v2⟩.