Fredrik Hellström
5 papers · 2022–2025 · 3 conferences · across top CS/AI conferences
Achievements
Jump to papers ↓
🧭
Keyword Pioneer
🌍
Conference Polyglot
(3)
🐝
Cross-Pollinator
(8)
🌉
Interdisciplinary Bridge
🗺️
Taxonomy Completionist
(11)
Conferences
NIPS (3)
AISTATS (1)
ICML (1)
Top co-authors
Keywords
generalization bound
(3)
conditional mutual information
(2)
active learning
(1)
representation learning
(1)
few-shot learning
(1)
online learning
(1)
pac-bayesian analysis
(1)
selective sampling
(1)
gaussian complexity
(1)
expert advice
(1)
label efficiency
(1)
pac-bayesian bound
(1)
regret bound
(1)
comparator function
(1)
cum variance-generating function
(1)
cramér function
(1)
population loss
(1)
meta learning
(1)
natarajan dimension
(1)
information theory
(1)
Papers
Theoretical Performance Guarantees for Partial Domain Adaptation via Partial Optimal Transport
ICML 2025
Comparing Comparators in Generalization Bounds
AISTATS 2024
Adaptive Selective Sampling for Online Prediction with Experts
NIPS 2023
A New Family of Generalization Bounds Using Samplewise Evaluated CMI
NIPS 2022
Evaluated CMI Bounds for Meta Learning: Tightness and Expressiveness
NIPS 2022