Diversity and Generalization in Neural Network Ensembles LA Ortega, R Cabañas, A Masegosa International Conference on Artificial Intelligence and Statistics (AISTATS …, 2022 | 47 | 2022 |
PAC-Bayes-Chernoff Bounds for Unbounded Losses I Casado, LA Ortega, AR Masegosa, A Pérez arXiv preprint arXiv:2401.01148, 2024 | 6 | 2024 |
Deep Variational Implicit Processes LA Ortega, SR Santana, D Hernández-Lobato International Conference on Learning Representations (ICLR), 2023 | 5 | 2023 |
Variational Linearized Laplace Approximation for Bayesian Deep Learning LA Ortega, SR Santana, D Hernández-Lobato International Conference on Machine Learning (ICML), 2024 | 4 | 2024 |
The Cold Posterior Effect Indicates Underfitting, and Cold Posteriors Represent a Fully Bayesian Method to Mitigate It Y Zhang, YS Wu, LA Ortega, AR Masegosa Transactions on Machine Learning Research (TMLR), 2024 | 3* | 2024 |
PAC-Chernoff Bounds: Understanding Generalization in the Interpolation Regime AR Masegosa, LA Ortega | 1 | 2024 |
Correcting Model Bias with Sparse Implicit Processes SR Santana, LA Ortega, D Hernández-Lobato, B Zaldívar ICML 2022 Workshop "Beyond Bayes: Paths Towards Universal Reasoning Systems", 2022 | | 2022 |