activity
20192022
most citedSolving forward and inverse problems of the logarithmic nonlinear Schrodinger equation with PT-symmetric harmonic potential via deep learning

77 citations · 106 across the 4 of their papers we have counts for

collaborators

5 papers

cs.LG20221 cited

Probably Approximate Shapley Fairness with Applications in Machine Learning

Zijian Zhou, Xinyi Xu, Rachael Hwee Ling Sim +2

The Shapley value (SV) is adopted in various scenarios in machine learning (ML), including data valuation, agent valuation, and feature attribution, as it satisfies their fairness…

cs.LG202126 cited

Randomized Ensembled Double Q-Learning: Learning Fast Without a Model

Xinyue Chen, Che Wang, Zijian Zhou +1

Using a high Update-To-Data (UTD) ratio, model-based methods have recently achieved much higher sample efficiency than previous model-free methods for continuous-action DRL benchma…

nlin.PS202077 cited

Solving forward and inverse problems of the logarithmic nonlinear Schrodinger equation with PT-symmetric harmonic potential via deep learning

Zijian Zhou, Zhenya Yan

In this paper, we investigate the logarithmic nonlinear Schrödinger (LNLS) equation with the parity-time (PT)-symmetric harmonic potential, which is an important physical model in…

cs.CV20202 cited

Gaussian Vector: An Efficient Solution for Facial Landmark Detection

Yilin Xiong, Zijian Zhou, Yuhao Dou +1

Significant progress has been made in facial landmark detection with the development of Convolutional Neural Networks. The widely-used algorithms can be classified into coordinate…

cs.LG2019

BAIL: Best-Action Imitation Learning for Batch Deep Reinforcement Learning

Xinyue Chen, Zijian Zhou, Zheng Wang +3

There has recently been a surge in research in batch Deep Reinforcement Learning (DRL), which aims for learning a high-performing policy from a given dataset without additional int…