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Borja Rodríguez Gálvez
Borja Rodríguez Gálvez
PhD student, KTH Royal Institute of Technology
Verifierad e-postadress på kth.se - Startsida
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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
482021
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
352021
A variational approach to privacy and fairness
B Rodríguez-Gálvez, R Thobaben, M Skoglund
2021 IEEE Information Theory Workshop (ITW), 1-6, 2021
242021
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
202021
The Convex Information Bottleneck Lagrangian
B Rodríguez Gálvez, R Thobaben, M Skoglund
Entropy 22 (1), 27, 2020
202020
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
142023
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
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
82023
Measuring gender bias in contextualized embeddings
S Katsarou, B Rodríguez-Gálvez, J Shanahan
Computer Sciences and Mathematics Forum 3 (1), 3, 2022
72022
More PAC-Bayes bounds: From bounded losses, to losses with general tail behaviors, to anytime validity
B Rodríguez-Gálvez, R Thobaben, M Skoglund
Journal of Machine Learning Research 25 (110), 1-43, 2024
62024
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
52021
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
42023
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
32022
The Information Bottleneck: Connections to Other Problems, Learning and Exploration of the IB Curve
B Rodríguez Gálvez
KTH Royal Institute of Technology, 2019
22019
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
A note on generalization bounds for losses with finite moments
B Rodríguez-Gálvez, O Rivasplata, R Thobaben, M Skoglund
arXiv preprint arXiv:2403.16681, 2024
2024
An Information-Theoretic Approach to Generalization Theory
B Rodríguez Gálvez
KTH Royal Institute of Technology, 2024
2024
Aerial Path Planning for Multi-Vehicles
R Asif, H Löffel, V Assavasangthong, G Martinelli, P Gajland, ...
2019 IEEE Second International Conference on Artificial Intelligence and …, 2019
2019
Texture-Based brain tumor segmentation in MR images
B Rodríguez Gálvez
Universitat Politècnica de Catalunya, 2017
2017
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Artiklar 1–19