2025
Finite-difference least square methods for solving Hamilton-Jacobi equations using neural networks.
J. Comput. Phys., 2025

2024
FedMAP: Unlocking Potential in Personalized Federated Learning through Bi-Level MAP Optimization.
CoRR, 2024

2023
Sparsity in long-time control of neural ODEs.
Syst. Control. Lett., February, 2023

Riemannian geometry for efficient analysis of protein dynamics data.
CoRR, 2023

2022
Differentiability With Respect to the Initial Condition for Hamilton-Jacobi Equations.
SIAM J. Math. Anal., 2022

The turnpike property and the longtime behavior of the Hamilton-Jacobi-Bellman equation for finite-dimensional LQ control problems.
Math. Control. Signals Syst., 2022

2021
Sparse approximation in learning via neural ODEs.
CoRR, 2021

2020
The Inverse Problem for Hamilton-Jacobi Equations and Semiconcave Envelopes.
SIAM J. Math. Anal., 2020

Turnpike in Lipschitz-nonlinear optimal control.
CoRR, 2020

Large-time asymptotics in deep learning.
CoRR, 2020