Projects

Building and Understanding the Brain

Develop recurrent neural networks with a thalamus-like component and synaptic plasticity rules to model the thalamocortical interactions in cognitive flexibility.

Critical Care Neurophysiology

Continuous brain monitoring to identify neural dynamics and predict neuological outcomes for critically ill patients.

Delayed Cerebral Ischemia Prediction

Predict delayed cerebral ischemia after subarachnoid hemorrhage with quantitative EEG.

Clinical Healthcare

Time series signal analysis and machine learning to improve clinical healthcare.

Coma Prognostication

Investigate the relationship between various EEG patterns and coma outcomes for patients after cardiac arrest.

Multimodal emotion recognition using EEG and eye movements.

Vigilance Estimation

Multimodal Vigilance Estimation using EEG and EOG: From Simulated To Real Environments.

Transfer Learning

Transfer learning algorithms are used to tackle individual differences across subjects and sessions and non-stationary characteristics of EEG.

Datasets

SEED-IV

SJTU Emotion EEG Dataset (SEED-IV) of four emotions: happy, sad, fear, and neutral.

SEED-VIG

A Multimodal Dataset with EEG and Forehead EOG for Vigilance Estimation (SEED-VIG).

SEED

SJTU Emotion EEG Dataset (SEED) of three emotions: positive, neutral, and negative.

Professional Services

Program Committee

AAAI 2021 IJCAI-PRICAI 2020

AAAI 2020 IJCAI 2019

IJCAI 2018

Editorial Board

Review Editor of Frontiers in Human Neuroscience

Review Editor of Frontiers in Neuroergonomics

Membership

IEEE Member (2019-)

IEEE Student Member (2014-2018)

Journal Reviewer

IEEE Transactions on Affective Computing

IEEE Transactions on Cognitive and Developmental Systems

IEEE Transactions on Neural Networks and Learning Systems

Journal of Neural Engineering

IEEE Transactions on Biomedical Engineering

Journal of Biomedical and Health Informatics

IEEE Transactions on Intelligent Transportation Systems

Frontiers in Neuroscience

Conference External Reviewer

AAAI’21, IJCAI’20, AAAI’20, IJCAI’19, ISNN’19, IJCAI’18, ACII’17, ICONIP’16, ICONIP’15, ICONIP’14

Teaching Assistant

Neural Network Theory and Applications (F033574), Shanghai Jiao Tong University, Spring 2015, Spring 2016, Spring 2017.

Honors and Awards

  • Wu Wen Jun AI Science and Technology Award, First Prize 2021
  • Outstanding Reviewer Award for Journal of Neural Engineering 2019
  • Chinese Association for Artificial Intelligence (CAAI) Outstanding Doctoral Dissertation Award 2019
  • IEEE Transactions on Autonomous Mental Development Outstanding Paper Award 2018
  • Excellent Ph.D Student Scholarship of Yang Yuanqing Education Fund, SJTU 2016
  • Ruth Mulan Chu Chao Ph.D Student Scholarship, Shanghai Jiao Tong University 2016
  • National Scholarship for Graduate Student, Ministry of Education, China 2015
  • Postgraduate Academic Excellence Scholarship of SJTU 2014
  • Outstanding Graduate Scholarship in SCUT 2012
  • Second-class scholarship in SCUT 2011
  • National Scholarships Inspirational in SCUT 2010
  • National Scholarships Inspirational in SCUT 2009

Talks

  • Affective Brain-Computer Interactions, The Tye Lab at MIT 05/03/2018
  • Affective Brain-Computer Interactions, The DiCarlo Lab at MIT 11/30/2017