Publications

You can also find my articles on my Google Scholar profile.

Semi-supervised Learning using Adversarial Training with Good and Bad Samples

Published in Machine Vision and Application (Springer), 2020

In this work, we investigate semi-supervised learning (SSL) for image classification using adversarial training. Previous results have illustrated that generative adversarial networks (GANs)… Read more

Recommended citation: Wenyuan Li, Zichen Wang, Yuguang Yue, Jiayun Li, William Speier, Mingyuan Zhou and Corey Arnold (2020). " Semi-supervised Learning using Adversarial Training with Good and Bad Samples ." Machine Vision and Application 31.6, 1-11..

A Social Search Model for Large Scale Social Networks

Published in Arxiv, 2020

With the rise of social networks, information on the internet is no longer solely organized by web pages. Rather, … Read more

Recommended citation: Yunzhong He, Wenyuan Li, Liang-Wei Chen, Gabriel Forgues, Xunlong Gui, Sui Liang, and Bo Hou (2020). " A Social Search Model for Large Scale Social Networks. " arXiv preprint arXiv:2005.04356.

Semi-supervised learning based on generative adversarial network: a comparison between good GAN and bad GAN approach

Published in CVPR LID 2019 workshop, 2019

Recently, semi-supervised learning methods based on generative adversarial networks (GANs) have received much attention. Among them, two distinct approaches have achieved… Read more

Recommended citation: Wenyuan Li, Zichen Wang, Jiayun Li, Jennifer Polson, William Speier and Corey Arnold (2019). " Semi-supervised learning based on generative adversarial network: a comparison between good GAN and bad GAN approach." CVPR LID Workshop.

Semi-supervised Rare Disease Detection Using Generative Adversarial Network

Published in NIPS ML4H 2018 workshop, 2018

Rare diseases affect a relatively small number of people, which limits investment in research for treatments… Read more

Recommended citation: Wenyuan Li, Yunlong Wang, Yong Cai, Corey Arnold, Emily Zhao, and Yilian Yuan (2018). "Semi-supervised Rare Disease Detection Using Generative Adversarial Network." NIPS Machine Learning for Healthcare Workshop.

Path R-CNN for Prostate Cancer Diagnosis and Gleason Grading of Histological Images

Published in IEEE Trans on Medical Imaging, 2018

Prostate cancer is the most common and second most deadly form of cancer in men in the United States… Read more

Recommended citation: Wenyuan Li, Jiayun Li, Karthik V. Sarma, King Chung Ho, Shiwen Shen, Beatrice S. Knudsen, Arkadiusz Gertych, and Corey W. Arnold (2018). "Path R-CNN for Prostate Cancer Diagnosis and Gleason Grading of Histological Images." IEEE transactions on medical imaging.

A Basic Phase Diagram of Neuronal Dynamics

Published in Neural Computation, 2018

The extreme complexity of the brain has attracted the attention of neuroscientists and other researchers for a long time… Read more

Recommended citation: Wenyuan Li , Igor V. Ovchinnikov , Honglin Chen , Zhe Wang , Albert Lee , Houchul Lee , Carlos Cepeda , Robert N. Schwartz , Karlheinz Meier and Kang L. Wang(2018). "A Basic Phase Diagram of Neuronal Dynamics" Neural Computation. 30(9), 2418-2438

Analysis of light-emission enhancement of low-efficiency quantum dots by plasmonic nano-particle

Published in Optics Express, 2016

In this paper, a nano-pillar array integrated near quantum dots (QDs), which serves as a Purcell cavity as well as a column antenna, is studied… Read more

Recommended citation: Jinxi Huang, Hao Hu, Zhewei Wang, Wenyuan Li, Ji Cang, Jianqi Shen, Hui Ye. (2016). "Analysis of light-emission enhancement of low-efficiency quantum dots by plasmonic nano-particle." Optics Express. 24(8), 8555-8573.

Room-temperature creation and spin–orbit torque manipulation of skyrmions in thin films with engineered asymmetry

Published in Nano Letters, 2016

Magnetic skyrmions, which are topologically protected spin textures, are promising candidates for ultralowenergy… Read more

Recommended citation: Guoqiang Yu, Pramey Upadhyaya, Xiang Li, Wenyuan Li, Se Kwon Kim, Yabin Fan, Kin L Wong, Yaroslav Tserkovnyak, Pedram Khalili Amiri, Kang L Wang (2016). "Room-temperature creation and spin–orbit torque manipulation of skyrmions in thin films with engineered asymmetry. " Nano letters. 16(3), 1981-1988.