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Borja Rodríguez Gálvez
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Tighter expected generalization error bounds via Wasserstein distance
B Rodríguez Gálvez, G Bassi, R Thobaben, M Skoglund
Advances in Neural Information Processing Systems 34, 19109-19121, 2021
562021
On random subset generalization error bounds and the stochastic gradient langevin dynamics algorithm
B Rodríguez-Gálvez, G Bassi, R Thobaben, M Skoglund
2020 IEEE Information Theory Workshop (ITW), 1-5, 2021
382021
A variational approach to privacy and fairness
B Rodríguez-Gálvez, R Thobaben, M Skoglund
2021 IEEE Information Theory Workshop (ITW), 1-6, 2021
312021
Enforcing fairness in private federated learning via the modified method of differential multipliers
B Rodríguez-Gálvez, F Granqvist, R van Dalen, M Seigel
arXiv preprint arXiv:2109.08604, 2021
312021
The Convex Information Bottleneck Lagrangian
B Rodríguez Gálvez, R Thobaben, M Skoglund
Entropy 22 (1), 27, 2020
252020
Limitations of information-theoretic generalization bounds for gradient descent methods in stochastic convex optimization
M Haghifam, B Rodríguez-Gálvez, R Thobaben, M Skoglund, DM Roy, ...
International Conference on Algorithmic Learning Theory, 663-706, 2023
222023
Fluid accumulation and major adverse kidney events in sepsis: a multicenter observational study
A Mele, E Cerminara, H Häbel, B Rodriguez-Galvez, A Oldner, D Nelson, ...
Annals of Intensive Care 12 (1), 62, 2022
212022
Measuring gender bias in contextualized embeddings
S Katsarou, B Rodríguez-Gálvez, J Shanahan
Computer Sciences and Mathematics Forum 3 (1), 3, 2022
132022
The role of entropy and reconstruction in multi-view self-supervised learning
BR Gálvez, A Blaas, P Rodríguez, A Golinski, X Suau, J Ramapuram, ...
International Conference on Machine Learning, 29143-29160, 2023
122023
More PAC-Bayes bounds: From bounded losses, to losses with general tail behaviors, to anytime-validity
B Rodríguez-Gálvez, R Thobaben, M Skoglund
arXiv preprint arXiv:2306.12214, 2023
102023
Thompson sampling regret bounds for contextual bandits with sub-Gaussian rewards
A Gouverneur, B Rodríguez-Gálvez, TJ Oechtering, M Skoglund
2023 IEEE International Symposium on Information Theory (ISIT), 1306-1311, 2023
62023
Upper bounds on the generalization error of private algorithms for discrete data
B Rodríguez-Gálvez, G Bassi, M Skoglund
IEEE Transactions on Information Theory 67 (11), 7362-7379, 2021
62021
An information-theoretic analysis of bayesian reinforcement learning
A Gouverneur, B Rodríguez-Gálvez, TJ Oechtering, M Skoglund
2022 58th Annual Allerton Conference on Communication, Control, and …, 2022
42022
An information-theoretic approach to generalization theory
B Rodríguez-Gálvez, R Thobaben, M Skoglund
arXiv preprint arXiv:2408.13275, 2024
32024
The Information Bottleneck: Connections to Other Problems, Learning and Exploration of the IB Curve
B Rodríguez Gálvez
KTH Royal Institute of Technology, 2019
22019
On information theoretic fairness: Compressed representations with perfect demographic parity
A Zamani, B Rodríguez-Gálvez, M Skoglund
2024 IEEE Information Theory Workshop (ITW), 25-30, 2024
12024
Chained Information-Theoretic bounds and Tight Regret Rate for Linear Bandit Problems
A Gouverneur, B Rodríguez-Gálvez, TJ Oechtering, M Skoglund
arXiv preprint arXiv:2403.03361, 2024
12024
An Information-Theoretic Analysis of Thompson Sampling for Logistic Bandits
A Gouverneur, B Rodríguez-Gálvez, TJ Oechtering, M Skoglund
arXiv preprint arXiv:2412.02861, 2024
2024
Information-Theoretic Minimax Regret Bounds for Reinforcement Learning based on Duality
R Bongole, A Gouverneur, B Rodríguez-Gálvez, TJ Oechtering, ...
arXiv preprint arXiv:2410.16013, 2024
2024
A Coding-Theoretic Analysis of Hyperspherical Prototypical Learning Geometry
M Lindström, B Rodríguez-Gálvez, R Thobaben, M Skoglund
arXiv preprint arXiv:2407.07664, 2024
2024
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Articles 1–20