Fredrik Hellström
5 papers · 2022–2025 · 3 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
🗺️
Taxonomy Completionist
(13)
Venues
Top co-authors
Research topics
Keywords
generalization bound
(4)
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)
domain alignment
(1)
partial optimal transport
(1)
comparator function
(1)
cum variance-generating function
(1)
cramér function
(1)
population loss
(1)
natarajan dimension
(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
NeurIPS 2023
A New Family of Generalization Bounds Using Samplewise Evaluated CMI
NeurIPS 2022
Evaluated CMI Bounds for Meta Learning: Tightness and Expressiveness
NeurIPS 2022