SPFlow: An Easy and Extensible Library for Deep Probabilistic Learning using Sum-Product Networks

11 January 2019

Papers citing "SPFlow: An Easy and Extensible Library for Deep Probabilistic Learning using Sum-Product Networks"

29 / 29 papers shown

Title
Scaling Tractable Probabilistic Circuits: A Systems Perspective Hoang Trung-Dung Kareem Ahmed Guy Van den Broeck TPM BDL 71 10 0 02 Jun 2024
Generating Likely Counterfactuals Using Sum-Product Networks Jiri Nemecek Tomás Pevný Georgios Korpas TPM 191 0 0 25 Jan 2024
Tractable Control for Autoregressive Language Generation Honghua Zhang Meihua Dang Nanyun Peng Guy Van den Broeck BDL 111 45 0 15 Apr 2023
Acquisition Conditioned Oracle for Nongreedy Active Feature Acquisition M. Valancius M. Lennon Junier Oliva 74 1 0 27 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
Probabilistic Circuits That Know What They Don't Know Fabrizio G. Ventola Steven Braun Zhongjie Yu Martin Mundt Kristian Kersting UQCV TPM 70 7 0 13 Feb 2023
DeeProb-kit: a Python Library for Deep Probabilistic Modelling Lorenzo Loconte G. Gala GP BDL 47 1 0 08 Dec 2022
Sparse Probabilistic Circuits via Pruning and Growing Meihua Dang Hoang Trung-Dung Guy Van den Broeck TPM 95 17 0 22 Nov 2022
Concrete Score Matching: Generalized Score Matching for Discrete Data Chenlin Meng Kristy Choi Jiaming Song Stefano Ermon DiffM 262 71 0 02 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
Certified Data Removal in Sum-Product Networks Alexander Becker Thomas Liebig MU 81 1 0 04 Oct 2022
Outlier Explanation via Sum-Product Networks Stefan Lüdtke Christian Bartelt Heiner Stuckenschmidt TPM LRM 18 0 0 18 Jul 2022
Variational Flow Graphical Model Shaogang Ren Belhal Karimi Dingcheng Li Ping Li 96 4 0 06 Jul 2022
Training and Inference on Any-Order Autoregressive Models the Right Way Andy Shih Dorsa Sadigh Stefano Ermon BDL TPM OOD CML 98 28 0 26 May 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 139 2 0 19 Oct 2021
Exchangeability-Aware Sum-Product Networks Stefan Lüdtke Christian Bartelt Heiner Stuckenschmidt TPM 44 3 0 11 Oct 2021
Tractable Regularization of Probabilistic Circuits Hoang Trung-Dung Guy Van den Broeck TPM 82 33 0 04 Jun 2021
GRAPHOPT: constrained-optimization-based parallelization of irregular graphs Nimish Shah Wannes Meert Marian Verhelst 17 5 0 05 May 2021
Fast Private Parameter Learning and Inference for Sum-Product Networks Ernst Althaus Mohammad Sadeq Dousti Stefan Kramer Nick Johannes Peter Rassau TPM 13 0 0 15 Apr 2021
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 64 12 0 11 Feb 2021
Recurrent Sum-Product-Max Networks for Decision Making in Perfectly-Observed Environments H. Tatavarti Prashant Doshi Layton Hayes TPM 22 2 0 12 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 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
CryptoSPN: Privacy-preserving Sum-Product Network Inference Amos Treiber Alejandro Molina Christian Weinert T. Schneider Kristian Kersting 63 10 0 03 Feb 2020
Sum-Product Networks for Robust Automatic Speaker Identification Aaron Nicolson K. Paliwal TPM 32 1 0 26 Oct 2019
Flow Models for Arbitrary Conditional Likelihoods Yongqian Li Shoaib Akbar Junier B. Oliva OOD AI4CE 76 40 0 13 Sep 2019
Random Sum-Product Forests with Residual Links Fabrizio G. Ventola Karl Stelzner Alejandro Molina Kristian Kersting TPM 25 2 0 08 Aug 2019
Bayesian Learning of Sum-Product Networks Martin Trapp Robert Peharz Hong Ge Franz Pernkopf Zoubin Ghahramani TPM 117 51 0 26 May 2019