Karl Stelzner
6 papers · 2019–2020 · 4 conferences · across top CS/AI conferences
Achievements
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π£ Hot Topic Early Bird π Interdisciplinary Bridge π§ Keyword Pioneer π Conference Polyglot (4) π Cross-Pollinator (12)
πΊοΈ
Taxonomy Completionist
(10)
π
Conference Pioneer
π
Trend Setter
Conferences
ICML (2)
PGM (2)
ICLR (1)
UAI (1)
Top co-authors
Keywords
sum-product network
(4)
tractable inference
(2)
ensemble learning
(1)
bayesian inference
(1)
scene understanding
(1)
density estimation
(1)
uncertainty quantification
(1)
deep learning
(1)
automatic differentiation
(1)
exact inference
(1)
model pruning
(1)
expectation-maximization algorithm
(1)
generative model
(1)
probabilistic model
(1)
probabilistic graphical model
(1)
variational autoencoder
(1)
generative image model
(1)
probabilistic circuit
(1)
conditional density estimation
(1)
discriminative model
(1)
Papers
Structured Object-Aware Physics Prediction for Video Modeling and Planning
ICLR 2020
Einsum Networks: Fast and Scalable Learning of Tractable Probabilistic Circuits
ICML 2020
Conditional Sum-Product Networks: Imposing Structure on Deep Probabilistic Architectures
PGM 2020
Residual Sum-Product Networks
PGM 2020
Faster Attend-Infer-Repeat with Tractable Probabilistic Models
ICML 2019
Random Sum-Product Networks: A Simple and Effective Approach to Probabilistic Deep Learning
UAI 2019