no code implementations • 30 Mar 2022 • Jiahao Yao, Haoya Li, Marin Bukov, Lin Lin, Lexing Ying
Variational quantum algorithms stand at the forefront of simulations on near-term and future fault-tolerant quantum devices.
no code implementations • 21 Feb 2022 • Haoya Li, Hsiang-Fu Yu, Lexing Ying, Inderjit Dhillon
Entropy regularized Markov decision processes have been widely used in reinforcement learning.
no code implementations • 5 Oct 2021 • Haoya Li, Samarth Gupta, HsiangFu Yu, Lexing Ying, Inderjit Dhillon
This paper proposes an approximate Newton method for the policy gradient algorithm with entropy regularization.
no code implementations • 7 May 2021 • Haoya Li, Lexing Ying
In this paper, we propose a semigroup method for solving high-dimensional elliptic partial differential equations (PDEs) and the associated eigenvalue problems based on neural networks.
no code implementations • 12 Dec 2020 • Haoya Li, Yuehaw Khoo, Yinuo Ren, Lexing Ying
This paper proposes a new method based on neural networks for computing the high-dimensional committor functions that satisfy Fokker-Planck equations.