Tractable Regularization of Probabilistic Circuits

4 June 2021

Papers citing "Tractable Regularization of Probabilistic Circuits"

28 / 28 papers shown

Title
Optimal Transport for Probabilistic Circuits Adrian Ciotinga YooJung Choi TPM OT 79 0 0 16 Oct 2024
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 81 11 0 12 Sep 2024
On the Relationship Between Monotone and Squared Probabilistic Circuits Benjie Wang Guy Van den Broeck TPM 82 6 0 01 Aug 2024
Scaling Continuous Latent Variable Models as Probabilistic Integral Circuits G. Gala Cassio de Campos Antonio Vergari Erik Quaeghebeur TPM 99 5 0 10 Jun 2024
A Tractable Inference Perspective of Offline RL Xuejie Liu Hoang Trung-Dung Guy Van den Broeck Yitao Liang OffRL 84 1 0 31 Oct 2023
Generative Adversarial Networks Gilad Cohen Raja Giryes GAN 267 30,123 0 01 Mar 2022
A Compositional Atlas of Tractable Circuit Operations: From Simple Transformations to Complex Information-Theoretic Queries Antonio Vergari YooJung Choi Hoang Trung-Dung Stefano Teso Guy Van den Broeck TPM 43 12 0 11 Feb 2021
Probabilistic Circuits for Variational Inference in Discrete Graphical Models Andy Shih Stefano Ermon TPM 41 22 0 22 Oct 2020
Group Fairness by Probabilistic Modeling with Latent Fair Decisions YooJung Choi Meihua Dang Guy Van den Broeck FaML 44 33 0 18 Sep 2020
On the Tractability of SHAP Explanations Guy Van den Broeck A. Lykov Maximilian Schleich Dan Suciu FAtt TDI 57 269 0 18 Sep 2020
Strudel: Learning Structured-Decomposable Probabilistic Circuits Meihua Dang Antonio Vergari Guy Van den Broeck TPM 31 35 0 18 Jul 2020
Bayesian Neural Networks: An Introduction and Survey Ethan Goan Clinton Fookes BDL UQCV 60 204 0 22 Jun 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 51 125 0 13 Apr 2020
A Tutorial on Learning With Bayesian Networks David Heckerman CML 412 3,515 0 01 Feb 2020
On Tractable Computation of Expected Predictions M. A. V. Torres YooJung Choi Alexander Braun A. Borrmann Guy Van den Broeck FaML TPM 19 40 0 05 Oct 2019
Learning Fair Naive Bayes Classifiers by Discovering and Eliminating Discrimination Patterns YooJung Choi G. Farnadi Behrouz Babaki Guy Van den Broeck FaML 64 27 0 10 Jun 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 36 60 0 11 Jan 2019
The Effectiveness of Data Augmentation in Image Classification using Deep Learning Luis Perez Jason Wang 77 2,786 0 13 Dec 2017
On Relaxing Determinism in Arithmetic Circuits Arthur Choi Adnan Darwiche 36 57 0 22 Aug 2017
Maximum A Posteriori Inference in Sum-Product Networks Jun-Feng Mei Yong Jiang Kewei Tu TPM 42 23 0 16 Aug 2017
Learning to Draw Samples with Amortized Stein Variational Gradient Descent Yihao Feng Dilin Wang Qiang Liu GAN BDL 58 81 0 20 Jul 2017
On the Latent Variable Interpretation in Sum-Product Networks Robert Peharz Robert Gens Franz Pernkopf Pedro M. Domingos TPM 25 132 0 22 Jan 2016
Rethinking the Inception Architecture for Computer Vision Christian Szegedy Vincent Vanhoucke Sergey Ioffe Jonathon Shlens Z. Wojna 3DV BDL 872 27,350 0 02 Dec 2015
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 815 9,306 0 06 Jun 2015
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift Sergey Ioffe Christian Szegedy OOD 463 43,289 0 11 Feb 2015
Auto-Encoding Variational Bayes Diederik P. Kingma Max Welling BDL 447 16,940 0 20 Dec 2013
A Differential Approach to Inference in Bayesian Networks Adnan Darwiche TPM 77 622 0 16 Jan 2013
Sum-Product Networks: A New Deep Architecture Hoifung Poon Pedro M. Domingos TPM 74 758 0 14 Feb 2012