Lossless Compression with Probabilistic Circuits

Lossless Compression with Probabilistic Circuits

23 November 2021

Guy Van den Broeck

Mathias Niepert

Papers citing "Lossless Compression with Probabilistic Circuits"

16 / 16 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 53 8 0 12 Sep 2024
Scaling Continuous Latent Variable Models as Probabilistic Integral Circuits G. Gala Cassio de Campos Antonio Vergari Erik Quaeghebeur TPM 69 4 0 10 Jun 2024
Scaling Tractable Probabilistic Circuits: A Systems Perspective Guy Van den Broeck Kareem Ahmed Mathias Niepert TPM BDL 33 7 0 02 Jun 2024
Polynomial Semantics of Tractable Probabilistic Circuits Oliver Broadrick Honghua Zhang Mathias Niepert TPM 17 10 0 14 Feb 2024
Building Expressive and Tractable Probabilistic Generative Models: A Review Sahil Sidheekh S. Natarajan TPM 32 5 0 01 Feb 2024
Image Inpainting via Tractable Steering of Diffusion Models Guy Van den Broeck Mathias Niepert Mathias Niepert DiffM TPM 38 16 0 28 Nov 2023
Probabilistic Integral Circuits G. Gala Cassio de Campos Robert Peharz Antonio Vergari Erik Quaeghebeur TPM 24 3 0 25 Oct 2023
Computationally-Efficient Neural Image Compression with Shallow Decoders Yibo Yang Stephan Mandt 13 24 0 13 Apr 2023
Understanding the Distillation Process from Deep Generative Models to Tractable Probabilistic Circuits Xuejie Liu Guy Van den Broeck Mathias Niepert Yitao Liang TPM 36 13 0 16 Feb 2023
Certifying Fairness of Probabilistic Circuits Nikil Selvam Mathias Niepert YooJung Choi FaML TPM 15 6 0 05 Dec 2022
Sparse Probabilistic Circuits via Pruning and Growing Meihua Dang Guy Van den Broeck Mathias Niepert TPM 38 14 0 22 Nov 2022
Scaling Up Probabilistic Circuits by Latent Variable Distillation Guy Van den Broeck Honghua Zhang Mathias Niepert TPM 25 25 0 10 Oct 2022
Semantic Probabilistic Layers for Neuro-Symbolic Learning Kareem Ahmed Stefano Teso Kai-Wei Chang Mathias Niepert Antonio Vergari TPM 13 77 0 01 Jun 2022
SC2 Benchmark: Supervised Compression for Split Computing Yoshitomo Matsubara Ruihan Yang Marco Levorato Stephan Mandt 14 18 0 16 Mar 2022
An Introduction to Neural Data Compression Yibo Yang Stephan Mandt Lucas Theis 24 118 0 14 Feb 2022
Tractable Computation of Expected Kernels Wenzhe Li Zhe Zeng Antonio Vergari Mathias Niepert TPM 23 1 0 21 Feb 2021