Concepedia

Karl Stelzner

KS

10

Publications

248

Citations

10

H-Index

2018

Active since

Affiliations

Technical University of Darmstadt(Current)

University of Cambridge

University of California, Los Angeles

Graz University of Technology

Karl Stelzner is an author at Technical University of Darmstadt specializing in deep learning, engineering, and data science.

Top concepts

EngineeringData ScienceDeep LearningMachine LearningComputer ScienceArtificial IntelligenceMachine VisionComputer VisionPattern RecognitionScene Understanding

Publications per year

2018–2021

10

Publications

10

Random sum-product networks: A simple and effective approach to probabilistic deep learning

Robert Peharz, Antonio Vergari, Karl Stelzner et al. · TU/e Research Portal · 2019 · 50 citations · Full text

Artificial Intelligence, Effective Approach, Structured Prediction +15

SPFlow: An Easy and Extensible Library for Deep Probabilistic Learning using Sum-Product Networks

Alejandro Molina, Antonio Vergari, Karl Stelzner et al. · arXiv (Cornell University) · 2019 · 32 citations · Full text

Artificial Intelligence, Deep Probabilistic Learning, Structured Prediction +22

Decomposing 3D Scenes into Objects via Unsupervised Volume Segmentation

Karl Stelzner, Kristian Kersting, Adam R. Kosiorek · arXiv (Cornell University) · 2021 · 29 citations · Full text

Engineering, Machine Learning, Computer-aided Design +21

Einsum Networks: Fast and Scalable Learning of Tractable Probabilistic Circuits

Robert Peharz, Steven Lang, Antonio Vergari et al. · arXiv (Cornell University) · 2020 · 27 citations · Full text

Circuit Complexity, Artificial Intelligence, Engineering +20

Faster Attend-Infer-Repeat with Tractable Probabilistic Models.

Karl Stelzner, Robert Peharz, Kristian Kersting · TU/e Research Portal · 2019 · 25 citations

Scene Analysis, Engineering, Machine Learning +20

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