On Relaxing Determinism in Arithmetic Circuits

22 August 2017

Papers citing "On Relaxing Determinism in Arithmetic Circuits"

32 / 32 papers shown

Title
On the Hardness of Approximating Distributions with Probabilistic Circuits John Leland YooJung Choi TPM 66 0 0 02 Jun 2025
Optimal Transport for Probabilistic Circuits Adrian Ciotinga YooJung Choi TPM OT 121 0 0 16 Oct 2024
$R^2$ -Guard: Robust Reasoning Enabled LLM Guardrail via Knowledge-Enhanced Logical Reasoning Mintong Kang Yue Liu LRM 125 16 0 08 Jul 2024
Causal Unit Selection using Tractable Arithmetic Circuits Haiying Huang Adnan Darwiche 52 3 0 10 Apr 2024
COLEP: Certifiably Robust Learning-Reasoning Conformal Prediction via Probabilistic Circuits Mintong Kang Nezihe Merve Gürel Linyi Li Yue Liu 95 5 0 17 Mar 2024
Compositional Probabilistic and Causal Inference using Tractable Circuit Models Benjie Wang Marta Kwiatkowska TPM 66 8 0 17 Apr 2023
Certifying Fairness of Probabilistic Circuits Nikil Selvam Guy Van den Broeck YooJung Choi FaML TPM 61 6 0 05 Dec 2022
Tractable Uncertainty for Structure Learning Benjie Wang Matthew Wicker Marta Z. Kwiatkowska CML TPM 80 12 0 29 Apr 2022
Tractable Boolean and Arithmetic Circuits Adnan Darwiche TPM 81 13 0 07 Feb 2022
Causal Inference Using Tractable Circuits Adnan Darwiche TPM CML 68 20 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
Provable Guarantees on the Robustness of Decision Rules to Causal Interventions Benjie Wang Clare Lyle Marta Z. Kwiatkowska TPM 46 7 0 19 May 2021
Group Fairness by Probabilistic Modeling with Latent Fair Decisions YooJung Choi Meihua Dang Guy Van den Broeck FaML 87 33 0 18 Sep 2020
Three Modern Roles for Logic in AI Adnan Darwiche AI4CE 133 56 0 18 Apr 2020
Sum-product networks: A survey I. París Raquel Sánchez-Cauce F. Díez TPM 56 42 0 02 Apr 2020
An Advance on Variable Elimination with Applications to Tensor-Based Computation Adnan Darwiche 46 17 0 21 Feb 2020
CryptoSPN: Privacy-preserving Sum-Product Network Inference Amos Treiber Alejandro Molina Christian Weinert T. Schneider Kristian Kersting 63 10 0 03 Feb 2020
On Constraint Definability in Tractable Probabilistic Models I. Papantonis Vaishak Belle TPM 46 1 0 29 Jan 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
Smoothing Structured Decomposable Circuits Andy Shih Guy Van den Broeck P. Beame Antoine Amarilli TPM 38 26 0 01 Jun 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
Fairness in Machine Learning with Tractable Models Michael Varley Vaishak Belle FaML 59 11 0 16 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
On the Relative Expressiveness of Bayesian and Neural Networks Arthur Choi Ruocheng Wang Adnan Darwiche 42 23 0 21 Dec 2018
Automatic Bayesian Density Analysis Antonio Vergari Alejandro Molina Robert Peharz Zoubin Ghahramani Kristian Kersting Isabel Valera 53 35 0 24 Jul 2018
Approximate Knowledge Compilation by Online Collapsed Importance Sampling Tal Friedman Guy Van den Broeck 60 17 0 31 May 2018
Sum-Product Networks for Hybrid Domains Alejandro Molina Antonio Vergari Nicola Di Mauro Sriraam Natarajan F. Esposito Kristian Kersting TPM 38 0 0 09 Oct 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
Visualizing and Understanding Sum-Product Networks Antonio Vergari Nicola Di Mauro F. Esposito FAtt AAML TPM 115 45 0 29 Aug 2016