Heiko Zimmermann
6 papers · 2020–2025 · 3 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🏃
Academic Marathon · Sprint
🌉
Interdisciplinary Bridge · Bronze
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Keywords
variational inference
(4)
importance sampling
(3)
amortized inference
(2)
gibbs sampling
(1)
probabilistic programming
(1)
gibbs sampler
(1)
multimodal distribution
(1)
normalizing flow
(1)
state-of-the-art performance
(1)
trust region
(1)
topological obstruction
(1)
deep generative model
(1)
molecular generation
(1)
conditional generative model
(1)
forward kl divergence
(1)
importance sampler
(1)
inference combinator
(1)
amortized gibbs sampling
(1)
variational distribution
(1)
neural sufficient statistics
(1)
Papers
Controlled Generation with Equivariant Variational Flow Matching
ICML 2025
VISA: Variational Inference with Sequential Sample-Average Approximations
NeurIPS 2024
Topological Obstructions and How to Avoid Them
NeurIPS 2023
Learning proposals for probabilistic programs with inference combinators
UAI 2021
Nested Variational Inference
NeurIPS 2021
Amortized Population Gibbs Samplers with Neural Sufficient Statistics
ICML 2020