Publications

(* denotes equal contribution)

Conference Publications

• Robust Compressed Sensing MRI with Deep Generative Priors [Project Page] [arXiv] [Code]
  Ajil Jalal*, Marius Arvinte*, Giannis Daras, Eric Price, Alexandros G. Dimakis, Jonathan I. Tamir
  NeurIPS 2021 (to appear)

• Instance-Optimal Compressed Sensing via Posterior Sampling [Project Page] [Video] [arXiv] [Code]
  Ajil Jalal, Sushrut Karmalkar, Alexandros G. Dimakis, Eric Price
  ICML 2021

• Fairness for Image Generation with Uncertain Sensitive Attributes [Project Page] [Video] [arXiv] [Code]
  Ajil Jalal*, Sushrut Karmalkar*, Jessica Hoffmann*, Alexandros G. Dimakis, Eric Price
  ICML 2021

• Intermediate Layer Optimization for Inverse Problems using Deep Generative Models [arXiv] [Code]
  Giannis Daras, Joseph Dean, Ajil Jalal, Alexandros G. Dimakis
  ICML 2021.

• Robust Compressed Sensing Using Generative Models [arXiv] [Code]
  Ajil Jalal, Liu Liu, Alexandros G. Dimakis, Constantine Caramanis
  NeurIPS 2020, Vancouver, Canada

• Inverting Generative Models, One Layer at a Time [arXiv]
  Qi Lei, Ajil Jalal, Inderjit Dhillon, Alexandros G. Dimakis
  NeurIPS 2019, Vancouver, Canada

• Compressed Sensing using Generative Models [arXiv] [Code]
  Ashish Bora, Ajil Jalal, Eric Price, Alexandros G. Dimakis
  ICML 2017, Sydney, Australia

• The Adwords Problem with Strict Capacity Constraints [arXiv]
  Umang Bhaskar, Ajil Jalal, Rahul Vaze
  FSTTCS 2016, Chennai, India

Journal Publications

• High Dimensional Channel Estimation Using Deep Generative Networks [arXiv]
  Eren Balevi, Akash Doshi, Ajil Jalal, Alexandros G. Dimakis, Jeffrey Andrews
  IEEE JSAC Series on Machine Learning for Communications and Networks, 2020.

• Deep Learning Techniques for Inverse Problems in Imaging [arXiv]
  Greg Ongie, Ajil Jalal, Christopher Metzler, Richard G. Baraniuk, Alexandros G. Dimakis, Rebecca Willett
  IEEE Journal on Selected Areas in Information Theory 2020.
  

Workshop Publications

• Compressed Sensing with Approximate Priors via Conditional Sampling [Paper] [Video]
  Ajil Jalal, Sushrut Karmalkar, Alexandros G. Dimakis, Eric Price
  Oral presentation, Workshop on Deep Learning and Inverse Problems, NeurIPS 2020, Vancouver, Canada

• Compressed sensing recovery of medical images using deep image prior
  Dave Van Veen, Ajil Jalal, Eric Price, Sriram Vishwanath, Alexandros G. Dimakis
  Oral presentation, Medical Imaging Meets NeurIPS, NeurIPS 2018, Montreal, Canada