The Limits of Tractable Marginalization

17 April 2025

Papers citing "The Limits of Tractable Marginalization"

22 / 22 papers shown

Title
Sum of Squares Circuits Lorenzo Loconte Stefan Mengel Antonio Vergari TPM 125 9 0 21 Aug 2024
Probabilistic Circuits for Cumulative Distribution Functions Oliver Broadrick William X. Cao Benjie Wang Martin Trapp Guy Van den Broeck TPM 70 1 0 08 Aug 2024
On the Relationship Between Monotone and Squared Probabilistic Circuits Benjie Wang Guy Van den Broeck TPM 102 7 0 01 Aug 2024
Adaptable Logical Control for Large Language Models Honghua Zhang Po-Nien Kung Masahiro Yoshida Guy Van den Broeck Nanyun Peng 54 10 0 19 Jun 2024
Scaling Tractable Probabilistic Circuits: A Systems Perspective Hoang Trung-Dung Kareem Ahmed Guy Van den Broeck TPM BDL 63 10 0 02 Jun 2024
Probabilistic Generating Circuits -- Demystified Sanyam Agarwal Markus Bläser TPM 47 3 0 04 Mar 2024
Polynomial Semantics of Tractable Probabilistic Circuits Oliver Broadrick Honghua Zhang Guy Van den Broeck TPM 34 11 0 14 Feb 2024
Characteristic Circuits Zhongjie Yu Martin Trapp Kristian Kersting TPM 49 5 0 12 Dec 2023
Image Inpainting via Tractable Steering of Diffusion Models Hoang Trung-Dung Mathias Niepert Guy Van den Broeck DiffM TPM 83 21 0 28 Nov 2023
Generative Marginalization Models Sulin Liu Peter J. Ramadge Ryan P. Adams 65 1 0 19 Oct 2023
Subtractive Mixture Models via Squaring: Representation and Learning Lorenzo Loconte Aleksanteri Sladek Stefan Mengel Martin Trapp Arno Solin Nicolas Gillis Antonio Vergari TPM 105 22 0 01 Oct 2023
Scaling Integer Arithmetic in Probabilistic Programs William X. Cao Poorva Garg Ryan Tjoa Steven Holtzen T. Millstein Guy Van den Broeck TPM 60 8 0 25 Jul 2023
Tractable Control for Autoregressive Language Generation Honghua Zhang Meihua Dang Nanyun Peng Guy Van den Broeck BDL 93 45 0 15 Apr 2023
Tractable Regularization of Probabilistic Circuits Hoang Trung-Dung Guy Van den Broeck TPM 69 33 0 04 Jun 2021
Probabilistic Generating Circuits Honghua Zhang Brendan Juba Guy Van den Broeck TPM 57 27 0 19 Feb 2021
Sampling from a $k$ -DPP without looking at all items Daniele Calandriello Michal Derezinski Michal Valko 54 24 0 30 Jun 2020
On the Relationship Between Probabilistic Circuits and Determinantal Point Processes Honghua Zhang Steven Holtzen Guy Van den Broeck TPM 41 8 0 26 Jun 2020
An Introduction to Variational Autoencoders Diederik P. Kingma Max Welling BDL SSL DRL 105 2,364 0 06 Jun 2019
Query DAGs: A Practical Paradigm for Implementing Belief Network Inference Adnan Darwiche G. Provan 74 70 0 07 Aug 2014
Determinantal point processes for machine learning Alex Kulesza B. Taskar 272 1,140 0 25 Jul 2012
Stochastic Variational Inference Matt Hoffman David M. Blei Chong-Jun Wang John Paisley BDL 265 2,628 0 29 Jun 2012
Sum-Product Networks: A New Deep Architecture Hoifung Poon Pedro M. Domingos TPM 83 761 0 14 Feb 2012