Search Results for author: Haoya Li

Found 5 papers, 0 papers with code

Monte Carlo Tree Search based Hybrid Optimization of Variational Quantum Circuits

no code implementations30 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.

Approximate Newton policy gradient algorithms

no code implementations5 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.

A semigroup method for high dimensional elliptic PDEs and eigenvalue problems based on neural networks

no code implementations7 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.

A semigroup method for high dimensional committor functions based on neural network

no code implementations12 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.

Vocal Bursts Intensity Prediction

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