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Robust Contrastive Learning against Noisy Views


Jan 12, 2022
Ching-Yao Chuang, R Devon Hjelm, Xin Wang, Vibhav Vineet, Neel Joshi, Antonio Torralba, Stefanie Jegelka, Yale Song


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Measuring Generalization with Optimal Transport


Jun 07, 2021
Ching-Yao Chuang, Youssef Mroueh, Kristjan Greenewald, Antonio Torralba, Stefanie Jegelka


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Fair Mixup: Fairness via Interpolation


Mar 11, 2021
Ching-Yao Chuang, Youssef Mroueh

* ICLR 2021 

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Contrastive Learning with Hard Negative Samples


Oct 09, 2020
Joshua Robinson, Ching-Yao Chuang, Suvrit Sra, Stefanie Jegelka


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Estimating Generalization under Distribution Shifts via Domain-Invariant Representations


Jul 06, 2020
Ching-Yao Chuang, Antonio Torralba, Stefanie Jegelka

* International Conference on Machine Learning, 2020 
* arXiv admin note: text overlap with arXiv:1910.05804 

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Debiased Contrastive Learning


Jul 05, 2020
Ching-Yao Chuang, Joshua Robinson, Lin Yen-Chen, Antonio Torralba, Stefanie Jegelka


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The Role of Embedding Complexity in Domain-invariant Representations


Oct 13, 2019
Ching-Yao Chuang, Antonio Torralba, Stefanie Jegelka


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Learning to Act Properly: Predicting and Explaining Affordances from Images


Jun 15, 2018
Ching-Yao Chuang, Jiaman Li, Antonio Torralba, Sanja Fidler


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Show, Adapt and Tell: Adversarial Training of Cross-domain Image Captioner


Aug 14, 2017
Tseng-Hung Chen, Yuan-Hong Liao, Ching-Yao Chuang, Wan-Ting Hsu, Jianlong Fu, Min Sun

* ICCV 2017 

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Leveraging Video Descriptions to Learn Video Question Answering


Dec 19, 2016
Kuo-Hao Zeng, Tseng-Hung Chen, Ching-Yao Chuang, Yuan-Hong Liao, Juan Carlos Niebles, Min Sun

* 7 pages, 5 figures. Accepted to AAAI 2017. Camera-ready version 

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