PSDDs: Probabilistic Sentential Decision Diagrams
Talks and Tutorials
-
Tractable Learning in Structured Probability Spaces.
youtube
-
Tractable Operations for Arithmetic Circuits of Probabilistic Models
Presented at NIPS 2016
youtube
Papers
-
Doga Kisa and Guy Van den Broeck and Arthur Choi and Adnan Darwiche.
Probabilistic Sentential Decision Diagrams.
In Proceedings of the 14th International Conference on Principles of Knowledge Representation and Reasoning (KR), 2014.
pdf
-
Arthur Choi and Guy Van den Broeck and Adnan Darwiche.
Tractable Learning for Structured Probability Spaces: A Case Study in Learning Preference Distributions.
In Proceedings of the 24th International Joint Conference on Artificial Intelligence (IJCAI), pages 2861-2868, 2015.
pdf
-
Yujia Shen and Arthur Choi and Adnan Darwiche.
Tractable Operations for Arithmetic Circuits of Probabilistic Models.
In Advances in Neural Information Processing Systems 29 (NIPS), 2016.
pdf
-
Arthur Choi and Nazgol Tavabi and Adnan Darwiche.
Structured Features in Naive Bayes Classification.
In Proceedings of the 30th AAAI Conference on Artificial Intelligence (AAAI), pages 3233-3240, 2016.
pdf
-
Arthur Choi and Yujia Shen and Adnan Darwiche.
Tractability in Structured Probability Spaces.
In Advances in Neural Information Processing Systems 30 (NIPS), pages 3480-3488, 2017.
pdf
-
Yujia Shen and Arthur Choi and Adnan Darwiche.
A Tractable Probabilistic Model for Subset Selection.
In Proceedings of the 33rd Conference on Uncertainty in Artificial Intelligence (UAI), 2017.
pdf
-
Yitao Liang, Jessa Bekker and Guy Van den Broeck.
Learning the Structure of Probabilistic Sentential Decision Diagrams.
In Proceedings of the 33rd Conference on Uncertainty in Artificial Intelligence (UAI), 2017.
pdf
-
Yujia Shen and Arthur Choi and Adnan Darwiche.
Conditional PSDDs: Modeling and Learning with Modular Knowledge.
In Proceedings of the 32nd AAAI Conference on Artificial Intelligence (AAAI), pages 6433-6442, 2018.
pdf
-
Yujia Shen and Anchal Goyanka and Adnan Darwiche and Arthur Choi.
Structured Bayesian Networks: From Inference to Learning with Routes.
In Proceedings of the 33rd AAAI Conference on Artificial Intelligence (AAAI), 2019.
pdf
Software
-
PyPSDD: a pure python module for learning and reasoning with PSDDs
github
-
PSDD Multiply: an implementation of the PSDD multiply operator
github
-
LearnPSDD: for learning the structure of PSDDs
github