Yao-Hung Hubert Tsai

A Ph.D. Student in Machine Learning Department at Carnegie Mellon University


About Me

I am a Ph.D. student in Machine Learning Department at Carnegie Mellon University under the supervision of Dr. Ruslan Salakhutdinov. My research interests lie in Deep Learning and its applications, especially on Multi-Modal Statistical Learning, Transfer Learning, and Generative Learning.

When I was not around CMU, I did internship at Microsoft Research.

Here is my Google Scholar/ LinkedIn/ GitHub/ CV (last updated in 02/20/2018).

-- contact me: yaohungt [at] cs.cmu.edu

Research

Selected Publications

Post Selection Inference with Incomplete Maximum Mean Discrepancy Estimator
Makoto Yamada*, Denny Wu*, Yao-Hung Hubert Tsai, Ichiro Takeuchi, Ruslan Salakhutdinov and Kenji Fukumizu (*equal contribution)
arXiv:1802.06226 2018
[PDF]
Selecting the Best in GANs Family: a Post Selection Inference Framework
Yao-Hung Hubert Tsai*, Makoto Yamada*, Denny Wu*, Ruslan Salakhutdinov, Ichiro Takeuchi and Kenji Fukumizu (*equal contribution)
arXiv:1802.05411 2018
[PDF]
"Dependency Bottleneck" in Auto-encoding Architectures: an Empirical Study
Yao-Hung Hubert Tsai*, Denny Wu*, Yixiu Zhao*, Makoto Yamada and Ruslan Salakhutdinov (*equal contribution)
arXiv:1802.05408 2018
[PDF]
Discovering Order in Unordered Datasets: Generative Markov Networks
Yao-Hung Hubert Tsai, Han Zhao, Ruslan Salakhutdinov and Nebojsa Jojic
Neural Information Processing Systems Time Series Workshop (NIPS TSW) 2017 (oral)
[PDF]
Improving One-Shot Learning through Fusing Side Information
Yao-Hung Hubert Tsai and Ruslan Salakhutdinov
NIPS Learning with Limited Labeled Data: Weak Supervision and Beyond (NIPS LLD) 2017
Bay Area Machine Learning Symposium (BayLearn) 2017 (best poster)
[PDF]
Transfer Neural Trees: Heterogeneous Domain Adaptation and Beyond
Wei-Yu Chen, Tzu-Ming Harry Hsu, Yao-Hung Hubert Tsai Yu-Chiang Frank Wang and Ming-Syan Chen
Transactions on Image Processing (TIP) 2017
[coming soon] [coming soon] [coming soon] [coming soon]
Learning Robust Visual-Semantic Embeddings
Yao-Hung Hubert Tsai, Liang-Kang Huang and Ruslan Salakhutdinov
International Conference on Computer Vision (ICCV) 2017
[PDF]
Semantics-Preserving Locality Embedding for Zero-Shot Learning
Shih-Yen Tao, Yao-Hung Hubert Tsai, Yi-Ren Yeh and Yu-Chiang Frank Wang
British Machine Vision Conference (BMVC) 2017 (spotlight)
[PDF] [Supplementary] [Code] [Data] [Poster]
Generative-Discriminative Variational Model for Visual Recognition
Chih-Kuan Yeh, Yao-Hung Hubert Tsai, and Yu-Chiang Frank Wang
arXiv: 1706.02295 2017
[PDF]
Transfer Neural Trees for Heterogeneous Domain Adaptation
Wei-Yu Chen, Tzu-Ming Harry Hsu, Yao-Hung Hubert Tsai, Yu-Chiang Frank Wang and Ming-Syan Chen
European Conference on Computer Vision (ECCV) 2016
[PDF] [Poster]
Learning Cross-Domain Landmarks for Heterogeneous Domain Adaptation
Yao-Hung Hubert Tsai, Yi-Ren Yeh and Yu-Chiang Frank Wang
Computer Vision and Pattern Recognition (CVPR) 2016
[PDF] [Supplementary] [Poster] [Code]
Domain-Constraint Transfer Coding for Imbalanced Unsupervised Domain Adaptation
Yao-Hung Hubert Tsai, Cheng-An Hou, Wei-Yu Chen, Yi-Ren Yeh and Yu-Chiang Frank Wang
Association for the Advancement of Artificial Intelligence (AAAI) 2016
[PDF]
Unsupervised Domain Adaptation with Imbalanced Cross-Domain Data
Tzu-Ming Harry Hsu, Wei-Yu Chen, Cheng-An Hou, Yao-Hung Hubert Tsai, Yi-Ren Yeh and Yu-Chiang Frank Wang
International Conference on Computer Vision (ICCV) 2015
[PDF]
Unsupervised Domain Adaptation with Label and Structural Consistency
Cheng-An Hou, Yao-Hung Hubert Tsai, Yi-Ren Yeh and Yu-Chiang Frank Wang
Transactions on Image Processing (TIP) 2016
[PDF]
Generalized Joint Distribution Adaptation on Heterogeneous Feature Space
Yuan-Ting Hsieh*, Shih-Yen Tao*, Yao-Hung Hubert Tsai, Yi-Ren Yeh and Yu-Chiang Frank Wang (*equal contribution)
International Conference on Multimedia & Expo (ICME) 2016 (oral)
[PDF] [Code] [Data] [Slide] [Talk]
Heterogeneous Domain Adaptation with Label and Structure Consistency
Yao-Hung Hubert Tsai, Yi-Ren Yeh and Yu-Chiang Frank Wang
International Conference on Acoustics, Speech and Signal Processing (ICASSP) 2016
[PDF]
Person-specific Domain Adaptation with Applications to Heterogeneous Face Recognition
Yao-Hung Tsai*, Hung-Ming Hsu*, Cheng-An Hou and Yu-Chiang Frank Wang (*equal contribution)
International Conference on Image Processing (ICIP) 2014
[PDF]
Stable Pose Tracking from a Planar Target with an Analytical Motion Model in Real-time Applications
Po-Chen Wu, Yao-Hung Tsai and Shao-Yi Chien
International Workshop on Multimedia Signal Processing (MMSP) 2014
[PDF]