Hellström, Fredrik

6 publications

FnTML 2025 Generalization Bounds: Perspectives from Information Theory and PAC-Bayes Fredrik Hellström, Giuseppe Durisi, Benjamin Guedj, Maxim Raginsky

ICML 2025 Theoretical Performance Guarantees for Partial Domain Adaptation via Partial Optimal Transport Jayadev Naram, Fredrik Hellström, Ziming Wang, Rebecka Jörnsten, Giuseppe Durisi

AISTATS 2024 Comparing Comparators in Generalization Bounds Fredrik Hellström, Benjamin Guedj

NeurIPS 2023 Adaptive Selective Sampling for Online Prediction with Experts Rui M. Castro, Fredrik Hellström, Tim van Erven

NeurIPS 2022 A New Family of Generalization Bounds Using Samplewise Evaluated CMI Fredrik Hellström, Giuseppe Durisi

NeurIPS 2022 Evaluated CMI Bounds for Meta Learning: Tightness and Expressiveness Fredrik Hellström, Giuseppe Durisi