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 and Machine Learning group of MIT EECS, under the supervision of Prof. Stefanie Jegelka and Prof. Antonio Torralba. I am supported by a IBM PhD Fellowship. 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 focuses on building robust and generalizable deep learning systems from uncurated data. In particular, I am interested in computer vision, multimodal learning, self-supervised learning, and optimal transport.
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]
May 2022 - Aug 2022 |
Research Intern Microsoft Research, New England Host: Prof. David Alvarez-Melis |
June 2021 - Aug 2021 |
Research Intern Microsoft Research, Redmond Host: Dr. Yale Song |
Jul 2020 - Sep 2020 |
Research Intern IBM Research AI Host: Dr. Youssef Mroueh |
Sep 2018 - Present |
R.A. Computer Science and Artificial Intelligence Lab, MIT Host: Prof. Antonio Torralba & Prof. Stefanie Jegelka |
Aug 2017 - Dec 2017 |
R.A. Machine Learning Lab, UofT Host: Prof. Sanja Fidler |
July 2015 - Aug 2017 |
R.A. Vision Science Lab, NTHU Host Prof. Min Sun |
June 2016 - Sept 2016 |
Intern Umbo CV Inc. Host: Dr. Ping-Lin Chang |