Practical Lossless Compression with Latent Variables using Bits Back Coding

15 January 2019

Papers citing "Practical Lossless Compression with Latent Variables using Bits Back Coding"

43 / 93 papers shown

Title
OSOA: One-Shot Online Adaptation of Deep Generative Models for Lossless Compression Chen Zhang Shifeng Zhang Fabio Maria Carlucci Zhenguo Li VLM 14 2 0 02 Nov 2021
iFlow: Numerically Invertible Flows for Efficient Lossless Compression via a Uniform Coder Shifeng Zhang Ning Kang Tom Ryder Zhenguo Li 27 30 0 01 Nov 2021
Algorithms for the Communication of Samples Lucas Theis Noureldin Yosri 55 40 0 25 Oct 2021
Autoregressive Diffusion Models Emiel Hoogeboom Alexey A. Gritsenko Jasmijn Bastings Ben Poole Rianne van den Berg Tim Salimans DiffM 45 146 0 05 Oct 2021
Entropic Issues in Likelihood-Based OOD Detection Anthony L. Caterini G. Loaiza-Ganem OODD 24 15 0 22 Sep 2021
On the Out-of-distribution Generalization of Probabilistic Image Modelling Mingtian Zhang Andi Zhang Jingyu Sun OODD 29 45 0 04 Sep 2021
Discrete Denoising Flows Alexandra Lindt Emiel Hoogeboom BDL DRL 30 3 0 24 Jul 2021
Compressing Multisets with Large Alphabets using Bits-Back Coding Daniel de Souza Severo James Townsend Ashish Khisti Alireza Makhzani Karen Ullrich 24 8 0 15 Jul 2021
Pragmatic Image Compression for Human-in-the-Loop Decision-Making S. Reddy Anca Dragan Sergey Levine OffRL 44 13 0 07 Jul 2021
Partition and Code: learning how to compress graphs Giorgos Bouritsas Andreas Loukas Nikolaos Karalias M. Bronstein 19 13 0 05 Jul 2021
Variational Diffusion Models Diederik P. Kingma Tim Salimans Ben Poole Jonathan Ho DiffM 100 1,069 0 01 Jul 2021
Exploring the Latent Space of Autoencoders with Interventional Assays Felix Leeb Stefan Bauer M. Besserve Bernhard Schölkopf DRL 54 17 0 30 Jun 2021
Neural Distributed Source Coding Jay Whang Alliot Nagle Anish Acharya Hyeji Kim A. Dimakis 38 20 0 05 Jun 2021
IB-DRR: Incremental Learning with Information-Back Discrete Representation Replay Jian Jiang Edoardo Cetin Oya Celiktutan 19 9 0 21 Apr 2021
Lossless Compression with Latent Variable Models James Townsend BDL DRL 33 6 0 21 Apr 2021
$Learning Scalable $\ell_\infty$-constrained Near-lossless Image Compression via Joint Lossy Image and Residual Compression$ Learning Scalable $\ell_\infty$ -constrained Near-lossless Image Compression via Joint Lossy Image and Residual Compression Yuanchao Bai Xianming Liu W. Zuo Yaowei Wang Xiangyang Ji MQ 24 26 0 31 Mar 2021
iVPF: Numerical Invertible Volume Preserving Flow for Efficient Lossless Compression Shifeng Zhang Chen Zhang Ning Kang Zhenguo Li 33 37 0 30 Mar 2021
Lossless compression with state space models using bits back coding James Townsend Iain R. Murray 29 8 0 18 Mar 2021
Improving Lossless Compression Rates via Monte Carlo Bits-Back Coding Yangjun Ruan Karen Ullrich Daniel de Souza Severo James Townsend Ashish Khisti Arnaud Doucet Alireza Makhzani Chris J. Maddison 11 25 0 22 Feb 2021
Hierarchical VAEs Know What They Don't Know Jakob Drachmann Havtorn J. Frellsen Søren Hauberg Lars Maaløe DRL 34 72 0 16 Feb 2021
Maximum Likelihood Training of Score-Based Diffusion Models Yang Song Conor Durkan Iain Murray Stefano Ermon DiffM 64 627 0 22 Jan 2021
Soft Compression for Lossless Image Coding Gangtao Xin Pingyi Fan 18 6 0 11 Dec 2020
MuSCLE: Multi Sweep Compression of LiDAR using Deep Entropy Models Sourav Biswas Jerry Liu K. Wong Shenlong Wang R. Urtasun 8 71 0 15 Nov 2020
Reducing the Computational Cost of Deep Generative Models with Binary Neural Networks Thomas Bird F. Kingma David Barber SyDa MQ AI4CE 26 9 0 26 Oct 2020
Compressing Images by Encoding Their Latent Representations with Relative Entropy Coding Gergely Flamich Marton Havasi José Miguel Hernández-Lobato 24 59 0 02 Oct 2020
Evaluating Lossy Compression Rates of Deep Generative Models Sicong Huang Alireza Makhzani Yanshuai Cao Roger C. Grosse EGVM DRL 8 27 0 15 Aug 2020
Relaxed-Responsibility Hierarchical Discrete VAEs M. Willetts Xenia Miscouridou Stephen J. Roberts Chris Holmes BDL DRL 30 5 0 14 Jul 2020
Improving Maximum Likelihood Training for Text Generation with Density Ratio Estimation Yuxuan Song Ning Miao Hao Zhou Lantao Yu Mingxuan Wang Lei Li 20 7 0 12 Jul 2020
IDF++: Analyzing and Improving Integer Discrete Flows for Lossless Compression Rianne van den Berg A. Gritsenko Mostafa Dehghani C. Sønderby Tim Salimans 27 60 0 22 Jun 2020
Improving Inference for Neural Image Compression Yibo Yang Robert Bamler Stephan Mandt 19 122 0 07 Jun 2020
Variational Hyper-Encoding Networks Phuoc Nguyen T. Tran Sunil R. Gupta Santu Rana H. Dam Svetha Venkatesh BDL DRL 17 2 0 18 May 2020
Lossless Image Compression through Super-Resolution Shengcao Cao Chaoxia Wu Philipp Krahenbuhl 33 39 0 06 Apr 2020
Neural Communication Systems with Bandwidth-limited Channel Karen Ullrich Fabio Viola Danilo Jimenez Rezende 26 1 0 30 Mar 2020
Learning Better Lossless Compression Using Lossy Compression Fabian Mentzer Luc Van Gool Michael Tschannen 71 71 0 23 Mar 2020
Variational Bayesian Quantization Yibo Yang Robert Bamler Stephan Mandt BDL MQ 21 5 0 18 Feb 2020
A tutorial on the range variant of asymmetric numeral systems James Townsend 9 19 0 24 Jan 2020
HiLLoC: Lossless Image Compression with Hierarchical Latent Variable Models James Townsend Thomas Bird Julius Kunze David Barber BDL VLM 21 56 0 20 Dec 2019
DZip: improved general-purpose lossless compression based on novel neural network modeling Mohit Goyal Kedar Tatwawadi Shubham Chandak Idoia Ochoa AI4CE 16 23 0 08 Nov 2019
Improving VAEs' Robustness to Adversarial Attack M. Willetts A. Camuto Tom Rainforth Stephen J. Roberts Chris Holmes DRL AAML 16 5 0 01 Jun 2019
Compression with Flows via Local Bits-Back Coding Jonathan Ho Evan Lohn Pieter Abbeel 35 53 0 21 May 2019
Integer Discrete Flows and Lossless Compression Emiel Hoogeboom Jorn W. T. Peters Rianne van den Berg Max Welling 30 158 0 17 May 2019
Bit-Swap: Recursive Bits-Back Coding for Lossless Compression with Hierarchical Latent Variables F. Kingma Pieter Abbeel Jonathan Ho 14 97 0 16 May 2019
Pixel Recurrent Neural Networks Aaron van den Oord Nal Kalchbrenner Koray Kavukcuoglu SSeg GAN 275 2,553 0 25 Jan 2016