Heiko Zimmermann
6 papers · 2020–2025 · 3 conferences · across top CS/AI conferences
Achievements
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🌍 Conference Polyglot (3) 🏃 Academic Marathon (5) 🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 🐣 Hot Topic Early Bird
🐝
Cross-Pollinator
(15)
Conferences
NIPS (3)
ICML (2)
UAI (1)
Top co-authors
Keywords
variational inference
(4)
importance sampling
(3)
amortized inference
(2)
probabilistic programming
(1)
gibbs sampler
(1)
multimodal distribution
(1)
normalizing flow
(1)
trust region
(1)
topological obstruction
(1)
deep generative model
(1)
importance sampler
(1)
inference combinator
(1)
amortized gibbs sampling
(1)
variational distribution
(1)
neural sufficient statistics
(1)
geometric latent space
(1)
homeomorphic encoder
(1)
hierarchical deep generative model
(1)
approximate inference
(1)
forward-kl divergence
(1)
Papers
Controlled Generation with Equivariant Variational Flow Matching
ICML 2025
VISA: Variational Inference with Sequential Sample-Average Approximations
NIPS 2024
Topological Obstructions and How to Avoid Them
NIPS 2023
Nested Variational Inference
NIPS 2021
Learning proposals for probabilistic programs with inference combinators
UAI 2021
Amortized Population Gibbs Samplers with Neural Sufficient Statistics
ICML 2020