v1v2 (latest)

On the Latent Variable Interpretation in Sum-Product Networks

22 January 2016

Papers citing "On the Latent Variable Interpretation in Sum-Product Networks"

44 / 44 papers shown

Title
Scaling Probabilistic Circuits via Monarch Matrices Honghua Zhang Meihua Dang Benjie Wang Stefano Ermon Nanyun Peng Guy Van den Broeck TPM MoE 54 2 0 14 Jun 2025
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 110 12 0 12 Sep 2024
Sum of Squares Circuits Lorenzo Loconte Stefan Mengel Antonio Vergari TPM 173 9 0 21 Aug 2024
On the Relationship Between Monotone and Squared Probabilistic Circuits Benjie Wang Guy Van den Broeck TPM 135 7 0 01 Aug 2024
Scaling Continuous Latent Variable Models as Probabilistic Integral Circuits G. Gala Cassio de Campos Antonio Vergari Erik Quaeghebeur TPM 137 5 0 10 Jun 2024
A Tractable Inference Perspective of Offline RL Xuejie Liu Hoang Trung-Dung Guy Van den Broeck Yitao Liang OffRL 133 1 0 31 Oct 2023
Tractable Probabilistic Graph Representation Learning with Graph-Induced Sum-Product Networks Federico Errica Mathias Niepert TPM 97 5 0 17 May 2023
Bayesian Structure Scores for Probabilistic Circuits Yang Yang G. Gala Robert Peharz TPM 79 7 0 23 Feb 2023
Understanding the Distillation Process from Deep Generative Models to Tractable Probabilistic Circuits Xuejie Liu Hoang Trung-Dung Guy Van den Broeck Yitao Liang TPM 88 14 0 16 Feb 2023
Treatment-RSPN: Recurrent Sum-Product Networks for Sequential Treatment Regimes Adam Dejl Harsh Deep Jonathan Fei A. Saeedi Li-wei H. Lehman TPM 46 1 0 14 Nov 2022
Scaling Up Probabilistic Circuits by Latent Variable Distillation Hoang Trung-Dung Honghua Zhang Guy Van den Broeck TPM 71 27 0 10 Oct 2022
Continuous Mixtures of Tractable Probabilistic Models Alvaro H. C. Correia G. Gala Erik Quaeghebeur Cassio de Campos Robert Peharz TPM 96 18 0 21 Sep 2022
Semantic Probabilistic Layers for Neuro-Symbolic Learning Kareem Ahmed Stefano Teso Kai-Wei Chang Guy Van den Broeck Antonio Vergari TPM 62 83 0 01 Jun 2022
Tractable Boolean and Arithmetic Circuits Adnan Darwiche TPM 81 13 0 07 Feb 2022
Explaining Deep Tractable Probabilistic Models: The sum-product network case Athresh Karanam Saurabh Mathur P. Radivojac David M. Haas Kristian Kersting Sriraam Natarajan FAtt TPM LRM 137 2 0 19 Oct 2021
Tractable Regularization of Probabilistic Circuits Hoang Trung-Dung Guy Van den Broeck TPM 82 33 0 04 Jun 2021
BayesCard: Revitilizing Bayesian Frameworks for Cardinality Estimation Ziniu Wu Amir Shaikhha Rong Zhu Kai Zeng Yuxing Han Jingren Zhou BDL 57 27 0 29 Dec 2020
Probabilistic Circuits for Variational Inference in Discrete Graphical Models Andy Shih Stefano Ermon TPM 65 22 0 22 Oct 2020
Tractable Inference in Credal Sentential Decision Diagrams Lilith Mattei Alessandro Antonucci Denis Deratani Mauá Alessandro Facchini Julissa Giuliana Villanueva Llerena TPM 6 10 0 19 Aug 2020
Einsum Networks: Fast and Scalable Learning of Tractable Probabilistic Circuits Robert Peharz Steven Braun Antonio Vergari Karl Stelzner Alejandro Molina Martin Trapp Guy Van den Broeck Kristian Kersting Zoubin Ghahramani TPM 65 126 0 13 Apr 2020
Sum-product networks: A survey I. París Raquel Sánchez-Cauce F. Díez TPM 56 42 0 02 Apr 2020
Interventions and Counterfactuals in Tractable Probabilistic Models: Limitations of Contemporary Transformations I. Papantonis Vaishak Belle TPM 54 7 0 29 Jan 2020
Sum-Product Network Decompilation C. Butz Jhonatan de S. Oliveira Robert Peharz TPM 44 10 0 20 Dec 2019
Advances in Machine Learning for the Behavioral Sciences Tomáš Kliegr Š. Bahník Johannes Furnkranz 43 14 0 08 Nov 2019
Deep Structured Mixtures of Gaussian Processes Martin Trapp Robert Peharz Franz Pernkopf C. Rasmussen GP TPM 77 34 0 10 Oct 2019
Bayesian Learning of Sum-Product Networks Martin Trapp Robert Peharz Hong Ge Franz Pernkopf Zoubin Ghahramani TPM 117 51 0 26 May 2019
Conditional Sum-Product Networks: Imposing Structure on Deep Probabilistic Architectures Xiaoting Shao Alejandro Molina Antonio Vergari Karl Stelzner Robert Peharz Thomas Liebig Kristian Kersting BDL TPM 85 35 0 21 May 2019
Optimisation of Overparametrized Sum-Product Networks Martin Trapp Robert Peharz Franz Pernkopf TPM 53 4 0 20 May 2019
SPFlow: An Easy and Extensible Library for Deep Probabilistic Learning using Sum-Product Networks Alejandro Molina Antonio Vergari Karl Stelzner Robert Peharz P. Subramani Nicola Di Mauro Pascal Poupart Kristian Kersting TPM 60 60 0 11 Jan 2019
From Pixels to Buildings: End-to-end Probabilistic Deep Networks for Large-scale Semantic Mapping Kaiyu Zheng Andrzej Pronobis 3DPC 124 19 0 31 Dec 2018
Deep Compression of Sum-Product Networks on Tensor Networks Ching-Yun Ko Cong Chen Yuke Zhang Kim Batselier Ngai Wong TPM 52 2 0 09 Nov 2018
Learning Tractable Probabilistic Models for Moral Responsibility and Blame Lewis Hammond Vaishak Belle 50 4 0 08 Oct 2018
Automatic Bayesian Density Analysis Antonio Vergari Alejandro Molina Robert Peharz Zoubin Ghahramani Kristian Kersting Isabel Valera 53 35 0 24 Jul 2018
Sum-Product Networks for Sequence Labeling Martin Ratajczak Sebastian Tschiatschek Franz Pernkopf TPM NoLa 17 5 0 06 Jul 2018
Probabilistic Deep Learning using Random Sum-Product Networks Robert Peharz Antonio Vergari Karl Stelzner Alejandro Molina Martin Trapp Kristian Kersting Zoubin Ghahramani UQCV BDL TPM 48 29 0 05 Jun 2018
On Cognitive Preferences and the Plausibility of Rule-based Models Johannes Furnkranz Tomáš Kliegr Heiko Paulheim LRM 84 71 0 04 Mar 2018
Safe Semi-Supervised Learning of Sum-Product Networks Martin Trapp Tamas Madl Robert Peharz Franz Pernkopf R. Trappl TPM 66 14 0 10 Oct 2017
On Relaxing Determinism in Arithmetic Circuits Arthur Choi Adnan Darwiche 67 57 0 22 Aug 2017
Sum-Product Graphical Models Mattia Desana Christoph Schnörr TPM 60 6 0 21 Aug 2017
Maximum A Posteriori Inference in Sum-Product Networks Jun-Feng Mei Yong Jiang Kewei Tu TPM 67 23 0 16 Aug 2017
Approximation Complexity of Maximum A Posteriori Inference in Sum-Product Networks Diarmaid Conaty Denis Deratani Mauá Cassio P. de Campos TPM 49 29 0 17 Mar 2017
Linear Time Computation of Moments in Sum-Product Networks Haiying Zhao Geoffrey J. Gordon TPM 49 1 0 15 Feb 2017
Learning Deep Generative Spatial Models for Mobile Robots Andrzej Pronobis Rajesh P. N. Rao GAN 44 41 0 09 Oct 2016
Visualizing and Understanding Sum-Product Networks Antonio Vergari Nicola Di Mauro F. Esposito FAtt AAML TPM 115 45 0 29 Aug 2016