Getting to know electric cars through an app. - Anders Lundström; Fredrik Hellström (AutomotiveUI, 2015)

Generalization Error Bounds via mth Central Moments of the Information Density. - Fredrik Hellström; Giuseppe Durisi (ISIT, 2020)

Generalization Error Bounds via $m$th Central Moments of the Information Density. - Fredrik Hellström; Giuseppe Durisi (CoRR, 2020)

Nonvacuous Loss Bounds with Fast Rates for Neural Networks via Conditional Information Measures. - Fredrik Hellström; Giuseppe Durisi (CoRR, 2020)

Generalization Bounds via Information Density and Conditional Information Density. - Fredrik Hellström; Giuseppe Durisi (IEEE J. Sel. Areas Inf. Theory, 2020)

Fast-Rate Loss Bounds via Conditional Information Measures with Applications to Neural Networks. - Fredrik Hellström; Giuseppe Durisi (ISIT, 2021)

Corrections to "Generalization Bounds via Information Density and Conditional Information Density". - Fredrik Hellström; Giuseppe Durisi (IEEE J. Sel. Areas Inf. Theory, 2021)

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 (NeurIPS, 2022)

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

Comparing Comparators in Generalization Bounds. - Fredrik Hellström; Benjamin Guedj (AISTATS, 2024)

Generalization and Informativeness of Conformal Prediction. - Matteo Zecchin; Sangwoo Park 002; Osvaldo Simeone; Fredrik Hellström (ISIT, 2024)

Generalization Bounds: Perspectives from Information Theory and PAC-Bayes. - Fredrik Hellström; Giuseppe Durisi; Benjamin Guedj; Maxim Raginsky (Found. Trends Mach. Learn., 2025)

Generalization and Informativeness of Weighted Conformal Risk Control Under Covariate Shift. - Matteo Zecchin; Fredrik Hellström; Sangwoo Park 002; Shlomo Shamai; Osvaldo Simeone (CoRR, 2025)

Theoretical Performance Guarantees for Partial Domain Adaptation via Partial Optimal Transport. - Jayadev Naram; Fredrik Hellström; Ziming Wang; Rebecka Jörnsten; Giuseppe Durisi (CoRR, 2025)