Charles C. Margossian
4 papers · 2023–2025 · 3 venues · across top CS/AI venues
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Conference Polyglot · Bronze
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Keywords
gaussian approximation
(2)
variational inference
(2)
kullback-leibler divergence
(1)
mean-field approximation
(1)
latent variable model
(1)
variational autoencoder
(1)
score-based method
(1)
amortized variational inference
(1)
amortization gap
(1)
eigenvalue problem
(1)
black-box variational inference
(1)
factorized distribution
(1)
factorized approximation
(1)
probabilistic modeling
(1)
orthogonal function expansion
(1)
uncertainty quantification
(1)
Papers
Variational Inference for Uncertainty Quantification: an Analysis of Trade-offs
JMLR 2025
Amortized Variational Inference: When and Why?
UAI 2024
EigenVI: score-based variational inference with orthogonal function expansions
NeurIPS 2024
The Shrinkage-Delinkage Trade-off: an Analysis of Factorized Gaussian Approximations for Variational Inference
UAI 2023