Selected Research

My complete publications are available at google scholar.(* denotes co-first authors)
Block Coordinate Plug-and-Play Methods for Blind Inverse Problems
Weijie Gan, Shirin Shoushtari, Yuyang Hu, Jiaming Liu, Hongyu An, Ulugbek S. Kamilov
NeurIPS, 2023
arXiv / project page

A block-coordinate PnP method with theoretical analysis for blind inverse problems

Robustness of Deep Equilibrium Architectures to Changes in the Measurement Model
Junhao Hu*, Shirin Shoushtari*, Zihao Zou, Jiaming Liu, Zhixin Sun, Ulugbek S. Kamilov
ICASSP, 2023
arXiv

This paper investigates the mismatch in measurement model in PnP methods.

Online deep equilibrium learning for regularization by denoising
Jiaming Liu*, Xiaojian Xu*, Weijie Gan, Shirin Shoushtari, Ulugbek S. Kamilov
NeurIPS, 2022
arXiv

This paper uses online deep equilibrium model in PnP methods.

DOLPH: Diffusion Models for Phase Retrieval
Shirin Shoushtari, Jiaming Liu, Ulugbek S. Kamilov
Asilomar, 2023
arXiv

This paper uses diffusion models to solve the phase retrieval problem.

Deep model-based architectures for inverse problems under mismatched priors
Shirin Shoushtari, Jiaming Liu, Yuyang Hu, Ulugbek S. Kamilov
IEEE JSAIT, 2022
arXiv / project page

This paper investigate Shift Distribution in PnP methods and provides numerical and theoretical justifications.