Inference with Deep Generative Priors in High Dimensions

Inference with Deep Generative Priors in High Dimensions

8 November 2019

Jillian R. Fisher

Mojtaba Sahraee-Ardakan

Papers citing "Inference with Deep Generative Priors in High Dimensions"

12 / 12 papers shown

Title
Bayesian imaging inverse problem with SA-Roundtrip prior via HMC-pCN sampler Jiayu Qian Yuanyuan Liu Jingya Yang Qingping Zhou 23 0 0 24 Oct 2023
Approximate Message Passing for Multi-Layer Estimation in Rotationally Invariant Models Yizhou Xu Tianqi Hou Shansuo Liang Marco Mondelli 10 4 0 03 Dec 2022
Label-Free Explainability for Unsupervised Models Jonathan Crabbé M. Schaar FAtt MILM 24 22 0 03 Mar 2022
Estimation in Rotationally Invariant Generalized Linear Models via Approximate Message Passing R. Venkataramanan Kevin Kögler Marco Mondelli 19 32 0 08 Dec 2021
Inverse Problems Leveraging Pre-trained Contrastive Representations Sriram Ravula Georgios Smyrnis Matt Jordan A. Dimakis SSL 29 9 0 14 Oct 2021
Robust Compressed Sensing MRI with Deep Generative Priors A. Jalal Marius Arvinte Giannis Daras Eric Price A. Dimakis Jonathan I. Tamir MedIm 41 322 0 03 Aug 2021
Instance-Optimal Compressed Sensing via Posterior Sampling A. Jalal Sushrut Karmalkar A. Dimakis Eric Price 26 51 0 21 Jun 2021
Robust Compressed Sensing using Generative Models A. Jalal Liu Liu A. Dimakis C. Caramanis 21 39 0 16 Jun 2020
Deep S $^3$ PR: Simultaneous Source Separation and Phase Retrieval Using Deep Generative Models Christopher A. Metzler Gordon Wetzstein 20 11 0 14 Feb 2020
Inference in Multi-Layer Networks with Matrix-Valued Unknowns Parthe Pandit Mojtaba Sahraee-Ardakan S. Rangan P. Schniter A. Fletcher 23 6 0 26 Jan 2020
The Loss Surfaces of Multilayer Networks A. Choromańska Mikael Henaff Michaël Mathieu Gerard Ben Arous Yann LeCun ODL 179 1,185 0 30 Nov 2014
MCMC using Hamiltonian dynamics Radford M. Neal 185 3,266 0 09 Jun 2012