| 2026 | ISIT | Machine Unlearning for Gibbs Supervised Learning Algorithms. | Yaiza Bermudez, Samir M. Perlaza, Iaki Esnaola |
| 2026 | ISIT | Decentralized Machine Learning with Centralized Performance Guarantees via Gibbs Algorithms. | Yaiza Bermudez, Samir M. Perlaza, Iaki Esnaola |
| 2026 | ISIT | Equivalence of optimal transport problems to regularization on the family of f-divergences. | Maxime Nicaise, Yaiza Bermudez, Samir M. Perlaza |
| 2026 | ISIT | VLSF Decoding with Reliability Guarantees over Correlated Noncoherent Fading Channels. | Guodong Sun, Samir M. Perlaza, Philippe Mary, Jean-Marie Gorce |
| 2025 | ITW | A Dual Optimization View to Empirical Risk Minimization with f-Divergence Regularization. | Francisco Daunas, Iaki Esnaola, Samir M. Perlaza |
| 2024 | AAAI | Generalization Analysis of Machine Learning Algorithms via the Worst-Case Data-Generating Probability Measure. | Xinying Zou, Samir M. Perlaza, Iaki Esnaola, Eitan Altman |
| 2024 | ISIT | Equivalence of Empirical Risk Minimization to Regularization on the Family of $f- \text{Divergences}$. | Francisco Daunas, Iaki Esnaola, Samir M. Perlaza, H. Vincent Poor |
| 2024 | ITW | Leveraging Noisy Observations in Zero-Sum Games. | Emmanouil M. Athanasakos, Samir M. Perlaza |
| 2023 | ISIT | Analysis of the Relative Entropy Asymmetry in the Regularization of Empirical Risk Minimization. | Francisco Daunas, Iaki Esnaola, Samir M. Perlaza, H. Vincent Poor |
| 2023 | ISIT | On the Validation of Gibbs Algorithms: Training Datasets, Test Datasets and their Aggregation. | Samir M. Perlaza, Iaki Esnaola, Gaetan Bisson, H. Vincent Poor |
| 2023 | ISIT | 22 Zero-Sum Games with Commitments and Noisy Observations. | Ke Sun, Samir M. Perlaza, Alain Jean-Marie |
| 2022 | ISIT | Empirical Risk Minimization with Relative Entropy Regularization: Optimality and Sensitivity Analysis. | Samir M. Perlaza, Gaetan Bisson, Iaki Esnaola, Alain Jean-Marie, Stefano Rini |
| 2022 | ISIT | Achievable Information-Energy Region in the Finite Block-Length Regime with Finite Constellations. | Sadaf ul Zuhra, Samir M. Perlaza, H. Vincent Poor, Eitan Altman |
| 2022 | ITW | Information-Energy Trade-offs with EH Non-linearities in the Finite Block-Length Regime with Finite Constellations. | Sadaf ul Zuhra, Samir M. Perlaza, H. Vincent Poor, Mikael Skoglund |
| 2022 | MSWIM | Fair Iterative Water-Filling Game for Multiple Access Channels. | Majed Haddad, Piotr Wiecek, Oussama Habachi, Samir M. Perlaza, Shahid Mehraj Shah |
| 2021 | ISIT | Saddlepoint Approximations of Cumulative Distribution Functions of Sums of Random Vectors. | Dadja Anade, Jean-Marie Gorce, Philippe Mary, Samir M. Perlaza |
| 2021 | ITW | Simultaneous Information and Energy Transmission with Finite Constellations. | Sadaf ul Zuhra, Samir M. Perlaza, Eitan Altman |
| 2019 | ISIT | Embedding Covert Information on a Given Broadcast Code. | David Kibloff, Samir M. Perlaza, Ligong Wang |