Hessian-augmented Supervised Learning for Hamilton-Jacobi-Bellman PDEs, GM. Gómez-Aedo, B. Azmi, Y. Huang, D. Kalise and K. Kunisch [arXiv].
Non-convex Global Optimization as an Optimal Stabilization Problem: Dynamical Properties, Y. Huang, D. Kalise, H. Kouhkouh [arXiv].
Non-convex Global Optimization as an Optimal Stabilization Problem: Convergence Rates, Y. Huang, D. Kalise, H. Kouhkouh [arXiv].
Data/Moment-Driven Approaches for Fast Predictive Control of Collective Dynamics, G. Albi, S. Bicego, M. Herty, Y. Huang, D. Kalise and C. Segala, Model Predictive Control, Vol. 31 in Dynamic Modeling and Econometrics in Economics and Finance Series, Springer: 29-54 [arXiv,book]
A Multiscale Consensus-based Algorithm for Multi-level Optimization, M. Herty, Y. Huang, D. Kalise and H. Kouhkouh, Mathematical Models and Methods in Applied Sciences 35(10)(2025): 2207-2243 [arXiv, journal]
Fast and Robust Consensus-based Optimization via Optimal Feedback Control, Y. Huang, M. Herty, D. Kalise and N. Kantas, SIAM Journal on Scientific Computing, 48(1): A74-A102 [arXiv, journal].
High-Dimensional Hamilton-Jacobi-Bellman PDEs for Global Optimization, in High-Dimensional Control Problems and Mean-Field Equations with Applications in Machine Learning, Oberwolfach Report 56/2024. [link].