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Publications by Borja Rodriguez Galvez

Peer reviewed


B. Rodríguez Gálvez, R. Thobaben and M. Skoglund, "More PAC-Bayes bounds : From bounded losses, to losses with general tail behaviors, to anytime validity," Journal of machine learning research, vol. 25, pp. 1-43, 2024.
B. Rodríguez Gálvez, G. Bassi and M. Skoglund, "Upper Bounds on the Generalization Error of Private Algorithms for Discrete Data," IEEE Transactions on Information Theory, vol. 67, no. 11, pp. 7362-7379, 2021.
B. Rodríguez Gálvez, R. Thobaben and M. Skoglund, "The Convex Information Bottleneck Lagrangian," Entropy, vol. 22, no. 1, 2020.

Conference papers

A. Gouverneur et al., "Thompson Sampling Regret Bounds for Contextual Bandits with sub-Gaussian rewards," in 2023 IEEE International Symposium on Information Theory, ISIT 2023, 2023, pp. 1306-1311.
A. Gouverneur et al., "An Information-Theoretic Analysis of Bayesian Reinforcement Learning," in 2022 58Th Annual Allerton Conference On Communication, Control, And Computing (ALLERTON), 2022.
S. Katsarou, B. Rodríguez Gálvez and J. Shanahan, "Measuring Gender Bias in Contextualized Embeddings," in Computer Sciences and Mathematics Forum, 2022.
B. Rodríguez Gálvez, R. Thobaben and M. Skoglund, "A Variational Approach to Privacy and Fairness," in 2021 IEEE Information Theory Workshop, ITW 2021 - Proceedings, 2021.
B. Rodríguez Gálvez et al., "Enforcing fairness in private federated learning via the modified method of differential multipliers," in NeurIPS 2021 Workshop Privacy in Machine Learning, 2021.
B. Rodríguez Gálvez et al., "On Random Subset Generalization Error Bounds and the Stochastic Gradient Langevin Dynamics Algorithm," in 2020 IEEE Information Theory Workshop (ITW), 2021.
B. Rodríguez Gálvez et al., "Tighter Expected Generalization Error Bounds via Wasserstein Distance," in Advances in Neural Information Processing Systems, 2021, pp. 19109-19121.
R. Asif et al., "Aerial path planning for multi-vehicles," in Proceedings - IEEE 2nd International Conference on Artificial Intelligence and Knowledge Engineering, AIKE 2019, 2019, pp. 267-272.

Non-peer reviewed


B. Rodríguez Gálvez, "An Information-Theoretic Approach to Generalization Theory," Doctoral thesis : KTH Royal Institute of Technology, TRITA-EECS-AVL, 2024:31, 2024.


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2024-05-19 02:03:26