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Conditional Sum-Product Networks: Imposing Structure on Deep Probabilistic Architectures

21 May 2019

Papers citing "Conditional Sum-Product Networks: Imposing Structure on Deep Probabilistic Architectures"

21 / 21 papers shown

Title
What is the Relationship between Tensor Factorizations and Circuits (and How Can We Exploit it)? Lorenzo Loconte Antonio Mari G. Gala Robert Peharz Cassio de Campos Erik Quaeghebeur G. Vessio Antonio Vergari 104 12 0 12 Sep 2024
Sum of Squares Circuits Lorenzo Loconte Stefan Mengel Antonio Vergari TPM 158 9 0 21 Aug 2024
A Unified Framework for Human-Allied Learning of Probabilistic Circuits Athresh Karanam Saurabh Mathur Sahil Sidheekh S. Natarajan TPM 64 1 0 03 May 2024
Probabilistic Integral Circuits G. Gala Cassio de Campos Robert Peharz Antonio Vergari Erik Quaeghebeur TPM 61 3 0 25 Oct 2023
Tractable Probabilistic Graph Representation Learning with Graph-Induced Sum-Product Networks Federico Errica Mathias Niepert TPM 97 5 0 17 May 2023
Continuous Mixtures of Tractable Probabilistic Models Alvaro H. C. Correia G. Gala Erik Quaeghebeur Cassio de Campos Robert Peharz TPM 87 18 0 21 Sep 2022
TreeFlow: Going beyond Tree-based Gaussian Probabilistic Regression Patryk Wielopolski Maciej Ziȩba UQCV 74 1 0 08 Jun 2022
Semantic Probabilistic Layers for Neuro-Symbolic Learning Kareem Ahmed Stefano Teso Kai-Wei Chang Guy Van den Broeck Antonio Vergari TPM 61 83 0 01 Jun 2022
Efficient and Reliable Probabilistic Interactive Learning with Structured Outputs Stefano Teso Antonio Vergari TPM 40 2 0 17 Feb 2022
HyperSPNs: Compact and Expressive Probabilistic Circuits Andy Shih Dorsa Sadigh Stefano Ermon TPM 108 11 0 02 Dec 2021
Recursive Bayesian Networks: Generalising and Unifying Probabilistic Context-Free Grammars and Dynamic Bayesian Networks Robert Lieck M. Rohrmeier BDL 27 5 0 02 Nov 2021
The Causal Loss: Driving Correlation to Imply Causation Moritz Willig Matej Zečević Devendra Singh Dhami Kristian Kersting CML OOD 150 2 0 22 Oct 2021
A Taxonomy for Inference in Causal Model Families Matej Zevcević Devendra Singh Dhami Kristian Kersting 71 1 0 22 Oct 2021
Sum-Product-Attention Networks: Leveraging Self-Attention in Probabilistic Circuits Zhongjie Yu Devendra Singh Dhami Kristian Kersting TPM 3DPC LRM 30 0 0 14 Sep 2021
Leveraging Probabilistic Circuits for Nonparametric Multi-Output Regression Zhongjie Yu M. Zhu Martin Trapp Arseny Skryagin Kristian Kersting UQCV TPM 59 15 0 16 Jun 2021
RECOWNs: Probabilistic Circuits for Trustworthy Time Series Forecasting Nils Thoma Zhongjie Yu Fabrizio G. Ventola Kristian Kersting UQCV TPM AI4TS 27 5 0 08 Jun 2021
Deconvolutional Density Network: Modeling Free-Form Conditional Distributions Bing Chen Mazharul Islam Jisuo Gao Lin Wang BDL CML 30 7 0 29 May 2021
Interventional Sum-Product Networks: Causal Inference with Tractable Probabilistic Models Matej Zečević Devendra Singh Dhami Athresh Karanam S. Natarajan Kristian Kersting CML TPM 89 33 0 20 Feb 2021
Neurosymbolic AI: The 3rd Wave Artur Garcez Luís C. Lamb NAI 109 314 0 10 Dec 2020
FSPN: A New Class of Probabilistic Graphical Model Ziniu Wu Rong Zhu A. Pfadler Yuxing Han Jiangneng Li Zhengping Qian K. Zeng Jingren Zhou TPM 37 11 0 18 Nov 2020
Sum-product networks: A survey I. París Raquel Sánchez-Cauce F. Díez TPM 40 42 0 02 Apr 2020