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On the Relationship between Sum-Product Networks and Bayesian Networks
6 January 2015
Haiying Zhao
Mazen Melibari
Pascal Poupart
TPM
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Papers citing
"On the Relationship between Sum-Product Networks and Bayesian Networks"
34 / 34 papers shown
On the Expressive Power of Tree-Structured Probabilistic Circuits
Neural Information Processing Systems (NeurIPS), 2024
Lang Yin
Han Zhao
TPM
323
4
0
07 Oct 2024
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SPN: Characteristic Interventional Sum-Product Networks for Causal Inference in Hybrid Domains
Conference on Uncertainty in Artificial Intelligence (UAI), 2024
Harsh Poonia
Moritz Willig
Zhongjie Yu
Matej Zečević
Kristian Kersting
Devendra Singh Dhami
TPM
CML
278
2
0
14 Aug 2024
Compositional Probabilistic and Causal Inference using Tractable Circuit Models
International Conference on Artificial Intelligence and Statistics (AISTATS), 2023
Benjie Wang
Marta Kwiatkowska
TPM
187
10
0
17 Apr 2023
Uncertain Bayesian Networks: Learning from Incomplete Data
International Workshop on Machine Learning for Signal Processing (MLSP), 2021
Conrad D. Hougen
Lance M. Kaplan
Federico Cerutti
Alfred Hero
110
1
0
08 Aug 2022
Using Sum-Product Networks to Assess Uncertainty in Deep Active Learning
Mohamad Khosravani
Sandra Zilles
UQCV
160
0
0
20 Jun 2022
Principled Diverse Counterfactuals in Multilinear Models
Machine-mediated learning (ML), 2022
I. Papantonis
Vaishak Belle
AAML
136
3
0
17 Jan 2022
A Taxonomy for Inference in Causal Model Families
Matej Zevcević
Devendra Singh Dhami
Kristian Kersting
277
1
0
22 Oct 2021
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
248
3
0
19 Oct 2021
Sum-Product-Attention Networks: Leveraging Self-Attention in Probabilistic Circuits
Zhongjie Yu
Devendra Singh Dhami
Kristian Kersting
TPM
3DPC
LRM
100
0
0
14 Sep 2021
Interventional Sum-Product Networks: Causal Inference with Tractable Probabilistic Models
Neural Information Processing Systems (NeurIPS), 2021
Matej Zečević
Devendra Singh Dhami
Athresh Karanam
S. Natarajan
Kristian Kersting
CML
TPM
371
38
0
20 Feb 2021
Bayesian Pyramids: Identifiable Multilayer Discrete Latent Structure Models for Discrete Data
Yuqi Gu
David B. Dunson
426
26
0
25 Jan 2021
FLAT: Fast, Lightweight and Accurate Method for Cardinality Estimation
Proceedings of the VLDB Endowment (PVLDB), 2020
Rong Zhu
Ziniu Wu
Yuxing Han
Kai Zeng
A. Pfadler
Zhengping Qian
Jingren Zhou
Tengjiao Wang
370
113
0
18 Nov 2020
Flexible mean field variational inference using mixtures of non-overlapping exponential families
J. Spence
176
4
0
14 Oct 2020
Einsum Networks: Fast and Scalable Learning of Tractable Probabilistic Circuits
International Conference on Machine Learning (ICML), 2020
Robert Peharz
Steven Braun
Antonio Vergari
Karl Stelzner
Alejandro Molina
Martin Trapp
Karen Ullrich
Kristian Kersting
Zoubin Ghahramani
TPM
367
144
0
13 Apr 2020
Sum-product networks: A survey
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2020
I. París
Raquel Sánchez-Cauce
F. Díez
TPM
192
49
0
02 Apr 2020
CryptoSPN: Privacy-preserving Sum-Product Network Inference
European Conference on Artificial Intelligence (ECAI), 2020
Amos Treiber
Alejandro Molina
Christian Weinert
T. Schneider
Kristian Kersting
140
11
0
03 Feb 2020
Interventions and Counterfactuals in Tractable Probabilistic Models: Limitations of Contemporary Transformations
I. Papantonis
Vaishak Belle
TPM
129
8
0
29 Jan 2020
Sum-Product Network Decompilation
European Workshop on Probabilistic Graphical Models (PGM), 2019
C. Butz
Jhonatan de S. Oliveira
Robert Peharz
TPM
162
10
0
20 Dec 2019
Deep Structured Mixtures of Gaussian Processes
International Conference on Artificial Intelligence and Statistics (AISTATS), 2019
Martin Trapp
Robert Peharz
Franz Pernkopf
C. Rasmussen
GP
TPM
206
37
0
10 Oct 2019
Bayesian Learning of Sum-Product Networks
Neural Information Processing Systems (NeurIPS), 2019
Martin Trapp
Robert Peharz
Hong Ge
Franz Pernkopf
Zoubin Ghahramani
TPM
335
56
0
26 May 2019
Conditional Sum-Product Networks: Imposing Structure on Deep Probabilistic Architectures
European Workshop on Probabilistic Graphical Models (PGM), 2019
Xiaoting Shao
Alejandro Molina
Antonio Vergari
Karl Stelzner
Robert Peharz
Thomas Liebig
Kristian Kersting
BDL
TPM
220
38
0
21 May 2019
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
169
30
0
05 Jun 2018
Sum-Product Networks for Hybrid Domains
Alejandro Molina
Antonio Vergari
Nicola Di Mauro
Sriraam Natarajan
F. Esposito
Kristian Kersting
TPM
212
0
0
09 Oct 2017
Sum-Product Graphical Models
Mattia Desana
Christoph Schnörr
TPM
142
7
0
21 Aug 2017
Maximum A Posteriori Inference in Sum-Product Networks
Jun-Feng Mei
Yong Jiang
Kewei Tu
TPM
249
24
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
286
29
0
17 Mar 2017
Linear Time Computation of Moments in Sum-Product Networks
Neural Information Processing Systems (NeurIPS), 2017
Haiying Zhao
Geoffrey J. Gordon
TPM
141
1
0
15 Feb 2017
Survey on Models and Techniques for Root-Cause Analysis
Marc Solé
V. Muntés-Mulero
Annie Ibrahim Rana
G. Estrada
210
101
0
30 Jan 2017
Online Structure Learning for Sum-Product Networks with Gaussian Leaves
International Conference on Learning Representations (ICLR), 2017
W. Hsu
Agastya Kalra
Pascal Poupart
TPM
194
29
0
19 Jan 2017
Visualizing and Understanding Sum-Product Networks
Antonio Vergari
Nicola Di Mauro
F. Esposito
FAtt
AAML
TPM
253
49
0
29 Aug 2016
A Minimalistic Approach to Sum-Product Network Learning for Real Applications
Viktoriya Krakovna
Moshe Looks
TPM
163
4
0
12 Feb 2016
On the Latent Variable Interpretation in Sum-Product Networks
Robert Peharz
Robert Gens
Franz Pernkopf
Pedro M. Domingos
TPM
220
136
0
22 Jan 2016
A Unified Approach for Learning the Parameters of Sum-Product Networks
Han Zhao
Pascal Poupart
Geoffrey J. Gordon
TPM
373
75
0
03 Jan 2016
Dynamic Sum Product Networks for Tractable Inference on Sequence Data (Extended Version)
Mazen Melibari
Pascal Poupart
Prashant Doshi
George Trimponias
TPM
238
27
0
13 Nov 2015
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