PhD Student
CSAIL
Electrical Engineering and Computer Science
Massachusetts Institute of Technology
cychuang _at_ mit _dot_ edu
I am a Ph.D. student in CSAIL of MIT EECS, under the supervision of Prof. Stefanie Jegelka and Prof. Antonio Torralba. Previously I worked with Prof. Sanja Fidler as a visiting student at University of Toronto and Prof. Min Sun as an undergraduate researcher at National Tsing Hua University, Taiwan. My research mainly focus on deep learning and its applications in Machine Learning and Computer Vision. In particular, I am interested in representation learning, unsupervised learning, and trustworthy machine learning.
Fair Mixup: Fairness via Interpolation
Ching-Yao Chuang, Youssef Mroueh
ICLR 2021 [paper]
Estimating Generalization under Distribution Shifts via Domain-Invariant Representations
Ching-Yao Chuang, Antonio Torralba, and Stefanie Jegelka
ICML 2020 [paper] [project page]
Learning to Act Properly: Predicting and Explaining Affordances from Images
Ching-Yao Chuang, Jiaman Li, Antonio Torralba and Sanja Fidler
CVPR 2018 [paper] [project page]
Show, Adapt and Tell: Adversarial Training of Cross-domain Image Captioner
Tseng-Hung Chen, Yuan-Hong Liao, Ching-Yao Chuang, Wan-Ting Hsu, Jianlong Fu and Min Sun
ICCV 2017 [paper] [project page]
Leveraging Video Descriptions to Learn Video Question Answering
Kuo-Hao Zeng, Tseng-Hung Chen, Ching-Yao Chuang, Yuan-Hong Liao, Juan Carlos Niebles and Min Sun
AAAI 2017 [paper] [project page] [dataset]
Sep 2018 - Present |
R.A. Computer Science and Artificial Intelligence Lab, MIT Advisor: Prof. Antonio Torralba & Prof. Stefanie Jegelka |
Jul 2020 - Sep 2020 |
Research Intern IBM Research AI Advisor: Youssef Mroueh |
Aug 2017 - Dec 2017 |
R.A. Machine Learning Lab, UofT Advisor: Prof. Sanja Fidler |
July 2015 - Aug 2017 |
R.A. Vision Science Lab, NTHU Advisor Prof. Min Sun |
April 2016 - May 2017 |
Intern Industrial Technology Research Institute Advisor: Dr. Dung-Chan Tsai |
June 2016 - Sept 2016 |
Intern Umbo CV Inc. Advisor: Dr. Ping-Lin Chang |
2018 "Semper Fidelis" |
ROC Marine Corps |