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Publications by Borja Rodriguez Galvez

Peer reviewed

Articles

[1]
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.
[3]
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.
[4]
B. Rodríguez Gálvez, R. Thobaben and M. Skoglund, "The Convex Information Bottleneck Lagrangian," Entropy, vol. 22, no. 1, 2020.

Conference papers

[6]
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.
[7]
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.
[8]
S. Katsarou, B. Rodríguez Gálvez and J. Shanahan, "Measuring Gender Bias in Contextualized Embeddings," in Computer Sciences and Mathematics Forum, 2022.
[9]
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.
[10]
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.
[11]
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.
[12]
B. Rodríguez Gálvez et al., "Tighter Expected Generalization Error Bounds via Wasserstein Distance," in Advances in Neural Information Processing Systems, 2021, pp. 19109-19121.
[13]
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

Theses

[14]
B. Rodríguez Gálvez, "An Information-Theoretic Approach to Generalization Theory," Doctoral thesis : KTH Royal Institute of Technology, TRITA-EECS-AVL, 2024:31, 2024.

Other

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2024-05-19 02:03:26