Sparse Probabilistic Circuits via Pruning and Growing

Sparse Probabilistic Circuits via Pruning and Growing

22 November 2022

Hoang Trung-Dung

Guy Van den Broeck

Papers citing "Sparse Probabilistic Circuits via Pruning and Growing"

12 / 12 papers shown

Title
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 55 8 0 12 Sep 2024
Scaling Continuous Latent Variable Models as Probabilistic Integral Circuits G. Gala Cassio de Campos Antonio Vergari Erik Quaeghebeur TPM 71 4 0 10 Jun 2024
Scaling Tractable Probabilistic Circuits: A Systems Perspective Hoang Trung-Dung Kareem Ahmed Guy Van den Broeck TPM BDL 35 7 0 02 Jun 2024
Probabilistic Neural Circuits Pedro Zuidberg Dos Martires TPM 33 2 0 10 Mar 2024
Building Expressive and Tractable Probabilistic Generative Models: A Review Sahil Sidheekh S. Natarajan TPM 37 5 0 01 Feb 2024
Pruning-Based Extraction of Descriptions from Probabilistic Circuits Sieben Bocklandt Vincent Derkinderen Koen Vanderstraeten Wouter Pijpops Kurt Jaspers Wannes Meert 25 0 0 22 Nov 2023
Probabilistic Integral Circuits G. Gala Cassio de Campos Robert Peharz Antonio Vergari Erik Quaeghebeur TPM 24 3 0 25 Oct 2023
Tractable Control for Autoregressive Language Generation Honghua Zhang Meihua Dang Nanyun Peng Guy Van den Broeck BDL 33 40 0 15 Apr 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 36 13 0 16 Feb 2023
Scaling Up Probabilistic Circuits by Latent Variable Distillation Hoang Trung-Dung Honghua Zhang Guy Van den Broeck TPM 25 25 0 10 Oct 2022
Continuous Mixtures of Tractable Probabilistic Models Alvaro H. C. Correia G. Gala Erik Quaeghebeur Cassio de Campos Robert Peharz TPM 19 18 0 21 Sep 2022
Sparsity in Deep Learning: Pruning and growth for efficient inference and training in neural networks Torsten Hoefler Dan Alistarh Tal Ben-Nun Nikoli Dryden Alexandra Peste MQ 168 688 0 31 Jan 2021