Fredrik K. Gustafsson
5 papers · 2020–2026 · 5 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Silver
🏃
Academic Marathon · Sprint
🌉
Interdisciplinary Bridge · Silver
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Taxonomy Completionist
(13)
Venues
Top co-authors
Research topics
Keywords
image restoration
(2)
domain adaptation
(1)
uncertainty quantification
(1)
knowledge distillation
(1)
kl divergence
(1)
out-of-domain detection
(1)
image denoising
(1)
importance sampling
(1)
score matching
(1)
image deblurring
(1)
stochastic differential equation
(1)
energy-based model
(1)
vision-language model
(1)
mixture density network
(1)
probabilistic regression
(1)
large language model
(1)
reverse-time process
(1)
mean-reverting process
(1)
reverse-time diffusion
(1)
hallucination prediction
(1)
Papers
Semantic Self-Distillation for Language Model Uncertainty
UAI 2026
Controlling Vision-Language Models for Multi-Task Image Restoration
ICLR 2024
Image Restoration with Mean-Reverting Stochastic Differential Equations
ICML 2023
Learning Proposals for Practical Energy-Based Regression
AISTATS 2022
Energy-Based Models for Deep Probabilistic Regression
ECCV 2020