collaborators

5 papers

physics.optics2026

Chosen-Plaintext Attacks of Double Random Phase Encryption with Nonlinear Optical Media

Yan Cheng, Yiwei Chen, Kui Ren +1

This paper studies an inverse problem in nonlinear optical encryption. We examine chosen-plaintext attacks (CPA) on a nonlinear optical encryption strategy that integrates double r…

cs.LG2026

Instance-Wise Adaptive Sampling for Dataset Construction in Approximating Inverse Problem Solutions

Jiequn Han, Kui Ren, Nathan Soedjak

We propose an instance-wise adaptive sampling framework for constructing compact and informative training datasets for supervised learning of inverse problem solutions. Typical lea…

math.OC2026

A Policy Iteration Method for Inverse Mean Field Games

Kui Ren, Nathan Soedjak, Shanyin Tong

We propose a policy iteration method to solve an inverse problem for a mean-field game (MFG) model, specifically to reconstruct the obstacle function in the game from the partial o…

physics.optics2025

Phase retrieval via media diversity

Yan Cheng, Kui Ren, Nathan Soedjak

This work studies phase retrieval for wave fields, aiming to recover the phase of an incoming wave from multi-plane intensity measurements behind different types of linear and nonl…

math.AP2025

Unique determination of cost functions in a multipopulation mean field game model

Kui Ren, Nathan Soedjak, Kewei Wang

This paper studies an inverse problem for a multipopulation mean field game (MFG) system where the objective is to reconstruct the running and terminal cost functions of the system…