Sebastian Gerwinn
9 papers · 2007–2023 · 5 venues · across top CS/AI venues
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Achievements
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π Conference Polyglot Β· Silver π Academic Marathon Β· Full π Interdisciplinary Bridge Β· Gold πΊοΈ Taxonomy Completionist (28) π£ Hot Topic Early Bird
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(6)
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Research topics
Machine Learning
(8)
Optimization & Theory
(8)
Bayesian & Probabilistic Β· Machine Learning
(6)
Artificial Intelligence
(5)
Interdisciplinary
(4)
Bayesian & Probabilistic Β· Artificial Intelligence
(4)
Science
(4)
Mathematics & Optimization
(3)
Cognitive Science
(3)
Deep Learning
(2)
Architectures
(2)
Learning Types
(2)
Mathematics
(2)
Computer Vision
(1)
Healthcare & Medicine
(1)
Keywords
bayesian inference
(4)
gaussian process
(3)
neural population
(2)
feature extraction
(1)
neural coding
(1)
computational neuroscience
(1)
statistical modeling
(1)
gaussian processes
(1)
population coding
(1)
neuroimaging
(1)
uncertainty quantification
(1)
epistemic uncertainty
(1)
supervised learning
(1)
ising model
(1)
hierarchical bayesian
(1)
marginal likelihood
(1)
posterior distribution
(1)
visual cortex
(1)
fisher information
(1)
neural decoding
(1)
Papers
Estimation of Counterfactual Interventions under Uncertainties
ACML 2023
Validation of composite systems by discrepancy propagation
UAI 2023
Learning Partially Known Stochastic Dynamics with Empirical PAC Bayes
AISTATS 2021
Learning Gaussian Processes by Minimizing PAC-Bayesian Generalization Bounds
NeurIPS 2018
In All Likelihood, Deep Belief Is Not Enough
JMLR 2011
A joint maximum-entropy model for binary neural population patterns and continuous signals
NeurIPS 2009
Bayesian estimation of orientation preference maps
NeurIPS 2009
Neurometric function analysis of population codes
NeurIPS 2009
Bayesian Inference for Spiking Neuron Models with a Sparsity Prior
NeurIPS 2007