Stefan Haufe
5 papers · 2008–2026 · 3 venues · across top CS/AI venues
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Achievements
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🌍 Conference Polyglot · Bronze 🏃 Academic Marathon · Full 🌉 Interdisciplinary Bridge · Silver 🗺️ Taxonomy Completionist (14) 🐣 Hot Topic Early Bird
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Trend Setter
Venues
Top co-authors
Research topics
Keywords
feature attribution
(2)
feature importance
(2)
inverse problem
(2)
sparse coding
(1)
source localization
(1)
hierarchical bayesian
(1)
sparse regularization
(1)
second-order cone programming
(1)
eeg source localization
(1)
vector field estimation
(1)
eeg meg
(1)
kronecker product
(1)
state space model
(1)
vector field
(1)
linear model
(1)
shapley value
(1)
rotational invariance
(1)
explainable artificial intelligence
(1)
suppressor variable
(1)
gaussian class-conditional distribution
(1)
Papers
cc-Shapley: Measuring Multivariate Feature Importance Needs Causal Context
UAI 2026
Theoretical Behavior of XAI Methods in the Presence of Suppressor Variables
ICML 2023
Efficient hierarchical Bayesian inference for spatio-temporal regression models in neuroimaging
NeurIPS 2021
A state-space model for inferring effective connectivity of latent neural dynamics from simultaneous EEG/fMRI
NeurIPS 2019
Estimating vector fields using sparse basis field expansions
NeurIPS 2008