3 papers
cs.AI2026
Harnessing AI for Inverse Partial Differential Equation Problems: Past, Present, and Prospects
Zhentao Tan, Yuze Hao, Boyi Zou +3
Solving inverse partial differential equation (PDE) problems is a fundamental topic in scientific research due to its broad significance across a wide range of real-world applicati…
math.OC2024
WANCO: Weak Adversarial Networks for Constrained Optimization problems
Gang Bao, Dong Wang, Boyi Zou
This paper focuses on integrating the networks and adversarial training into constrained optimization problems to develop a framework algorithm for constrained optimization problem…
cond-mat.soft2023
Deep learning-based computational method for soft matter dynamics: Deep Onsager-Machlup method
Zhihao Li, Boyi Zou, Haiqin Wang +3
A deep learning-based computational method is proposed for soft matter dynamics -- the deep Onsager-Machlup method (DOMM). It combines the brute forces of deep neural networks (DNN…