Convergence of the Deep BSDE Method for Coupled FBSDEs. - Jiequn Han; Jihao Long (CoRR, 2018)

Convergence of Deep Fictitious Play for Stochastic Differential Games. - Jiequn Han; Ruimeng Hu; Jihao Long (CoRR, 2020)

An L2 Analysis of Reinforcement Learning in High Dimensions with Kernel and Neural Network Approximation. - Jihao Long; Jiequn Han; Weinan E (CoRR, 2021)

A Class of Dimensionality-free Metrics for the Convergence of Empirical Measures. - Jiequn Han; Ruimeng Hu; Jihao Long (CoRR, 2021)

Linear approximability of two-layer neural networks: A comprehensive analysis based on spectral decay. - Jihao Long; Lei Wu (CoRR, 2021)

Perturbational Complexity by Distribution Mismatch: A Systematic Analysis of Reinforcement Learning in Reproducing Kernel Hilbert Space. - Jihao Long; Jiequn Han (CoRR, 2021)

A Machine Learning Enhanced Algorithm for the Optimal Landing Problem. - Yaohua Zang; Jihao Long; Xuanxi Zhang; Wei Hu; Weinan E; Jiequn Han (MSML, 2022)

A spectral-based analysis of the separation between two-layer neural networks and linear methods. - Lei Wu; Jihao Long (J. Mach. Learn. Res., 2022)

Reinforcement Learning with Function Approximation: From Linear to Nonlinear. - Jihao Long; Jiequn Han (CoRR, 2023)

A duality framework for generalization analysis of random feature models and two-layer neural networks. - Hongrui Chen; Jihao Long; Lei Wu (CoRR, 2023)

The L∞ Learnability of Reproducing Kernel Hilbert Spaces. - Hongrui Chen; Jihao Long; Lei Wu (CoRR, 2023)

A Duality Analysis of Kernel Ridge Regression in the Noiseless Regime. - Jihao Long; Xiaojun Peng; Lei Wu (CoRR, 2024)

Deep Picard Iteration for High-Dimensional Nonlinear PDEs. - Jiequn Han; Wei Hu; Jihao Long; Yue Zhao (CoRR, 2024)

Learning High-Dimensional McKean-Vlasov Forward-Backward Stochastic Differential Equations with General Distribution Dependence. - Jiequn Han; Ruimeng Hu; Jihao Long (SIAM J. Numer. Anal., 2024)

Learning Free Terminal Time Optimal Closed-loop Control of Manipulators. - Wei Hu; Yue Zhao; Weinan E; Jiequn Han; Jihao Long (ACC, 2025)

Solving optimal control problems of rigid-body dynamics with collisions using the hybrid minimum principle. - Wei Hu; Jihao Long; Yaohua Zang; Weinan E; Jiequn Han (Commun. Nonlinear Sci. Numer. Simul., 2025)