5 citations · 5 across the 3 of their papers we have counts for
4 papers
Scalable Dynamic Optimal Transport via Distributed Linearized ADMM
Hari Dahal, Rongjie Lai, Yangyang Xu
In this paper, we address two fundamental challenges in the numerical solution of dynamic opti- mal transport (OT) problems. The first challenge arises when the initial and/or term…
Joint Inference of Trajectory and Obstacle in Mean-Field Games via Bilevel Optimization
Han Huang, Jiajia Yu, Tianyi Chen +1
Mean field game (MFG) is an expressive modeling framework for systems with a continuum of interacting agents. While many approaches exist for solving the forward MFG, few have stud…
A Bilevel Optimization Method for Inverse Mean-Field Games
Jiajia Yu, Quan Xiao, Tianyi Chen +1
In this paper, we introduce a bilevel optimization framework for addressing inverse mean-field games, alongside an exploration of numerical methods tailored for this bilevel proble…
Unsupervised Solution Operator Learning for Mean-Field Games via Sampling-Invariant Parametrizations
Han Huang, Rongjie Lai
Recent advances in deep learning has witnessed many innovative frameworks that solve high dimensional mean-field games (MFG) accurately and efficiently. These methods, however, are…