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HuBERT: Self-Supervised Speech Representation Learning by Masked Prediction of Hidden Units


Jun 14, 2021
Wei-Ning Hsu, Benjamin Bolte, Yao-Hung Hubert Tsai, Kushal Lakhotia, Ruslan Salakhutdinov, Abdelrahman Mohamed


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Integrating Auxiliary Information in Self-supervised Learning


Jun 05, 2021
Yao-Hung Hubert Tsai, Tianqin Li, Weixin Liu, Peiyuan Liao, Ruslan Salakhutdinov, Louis-Philippe Morency


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Conditional Contrastive Learning: Removing Undesirable Information in Self-Supervised Representations


Jun 05, 2021
Yao-Hung Hubert Tsai, Martin Q. Ma, Han Zhao, Kun Zhang, Louis-Philippe Morency, Ruslan Salakhutdinov


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A Note on Connecting Barlow Twins with Negative-Sample-Free Contrastive Learning


Apr 28, 2021
Yao-Hung Hubert Tsai, Shaojie Bai, Louis-Philippe Morency, Ruslan Salakhutdinov


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Self-supervised Representation Learning with Relative Predictive Coding


Apr 12, 2021
Yao-Hung Hubert Tsai, Martin Q. Ma, Muqiao Yang, Han Zhao, Louis-Philippe Morency, Ruslan Salakhutdinov


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Unsupervised Domain Adaptation for Visual Navigation


Nov 12, 2020
Shangda Li, Devendra Singh Chaplot, Yao-Hung Hubert Tsai, Yue Wu, Louis-Philippe Morency, Ruslan Salakhutdinov

* Deep Reinforcement Learning Workshop at NeurIPS 2020. Camera Ready Version 

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Feature Robust Optimal Transport for High-dimensional Data


Jun 16, 2020
Mathis Petrovich, Chao Liang, Yanbin Liu, Yao-Hung Hubert Tsai, Linchao Zhu, Yi Yang, Ruslan Salakhutdinov, Makoto Yamada


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Neural Methods for Point-wise Dependency Estimation


Jun 11, 2020
Yao-Hung Hubert Tsai, Han Zhao, Makoto Yamada, Louis-Philippe Morency, Ruslan Salakhutdinov


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Demystifying Self-Supervised Learning: An Information-Theoretical Framework


Jun 11, 2020
Yao-Hung Hubert Tsai, Yue Wu, Ruslan Salakhutdinov, Louis-Philippe Morency


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Interpretable Multimodal Routing for Human Multimodal Language


Apr 29, 2020
Yao-Hung Hubert Tsai, Martin Q. Ma, Muqiao Yang, Ruslan Salakhutdinov, Louis-Philippe Morency


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Capsules with Inverted Dot-Product Attention Routing


Feb 26, 2020
Yao-Hung Hubert Tsai, Nitish Srivastava, Hanlin Goh, Ruslan Salakhutdinov

* ICLR 2020 

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Complex Transformer: A Framework for Modeling Complex-Valued Sequence


Oct 22, 2019
Muqiao Yang, Martin Q. Ma, Dongyu Li, Yao-Hung Hubert Tsai, Ruslan Salakhutdinov


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LSMI-Sinkhorn: Semi-supervised Squared-Loss Mutual Information Estimation with Optimal Transport


Sep 05, 2019
Yanbin Liu, Makoto Yamada, Yao-Hung Hubert Tsai, Tam Le, Ruslan Salakhutdinov, Yi Yang

* 14 pages 

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Transformer Dissection: An Unified Understanding for Transformer's Attention via the Lens of Kernel


Aug 30, 2019
Yao-Hung Hubert Tsai, Shaojie Bai, Makoto Yamada, Louis-Philippe Morency, Ruslan Salakhutdinov

* EMNLP 2019 

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Learning Neural Networks with Adaptive Regularization


Jul 14, 2019
Han Zhao, Yao-Hung Hubert Tsai, Ruslan Salakhutdinov, Geoffrey J. Gordon


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Learning Representations from Imperfect Time Series Data via Tensor Rank Regularization


Jul 01, 2019
Paul Pu Liang, Zhun Liu, Yao-Hung Hubert Tsai, Qibin Zhao, Ruslan Salakhutdinov, Louis-Philippe Morency


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Multimodal Transformer for Unaligned Multimodal Language Sequences


Jun 01, 2019
Yao-Hung Hubert Tsai, Shaojie Bai, Paul Pu Liang, J. Zico Kolter, Louis-Philippe Morency, Ruslan Salakhutdinov


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Strong and Simple Baselines for Multimodal Utterance Embeddings


May 14, 2019
Paul Pu Liang, Yao Chong Lim, Yao-Hung Hubert Tsai, Ruslan Salakhutdinov, Louis-Philippe Morency

* NAACL 2019 

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Video Relationship Reasoning using Gated Spatio-Temporal Energy Graph


Mar 27, 2019
Yao-Hung Hubert Tsai, Santosh Divvala, Louis-Philippe Morency, Ruslan Salakhutdinov, Ali Farhadi

* CVPR 2019. Supplementary included. Fixing a small typo 

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Selecting the Best in GANs Family: a Post Selection Inference Framework


Jun 23, 2018
Yao-Hung Hubert Tsai, Makoto Yamada, Denny Wu, Ruslan Salakhutdinov, Ichiro Takeuchi, Kenji Fukumizu


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Learning Factorized Multimodal Representations


Jun 16, 2018
Yao-Hung Hubert Tsai, Paul Pu Liang, Amir Zadeh, Louis-Philippe Morency, Ruslan Salakhutdinov


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Post Selection Inference with Incomplete Maximum Mean Discrepancy Estimator


Feb 17, 2018
Makoto Yamada, Denny Wu, Yao-Hung Hubert Tsai, Ichiro Takeuchi, Ruslan Salakhutdinov, Kenji Fukumizu


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"Dependency Bottleneck" in Auto-encoding Architectures: an Empirical Study


Feb 15, 2018
Denny Wu, Yixiu Zhao, Yao-Hung Hubert Tsai, Makoto Yamada, Ruslan Salakhutdinov


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Discovering Order in Unordered Datasets: Generative Markov Networks


Feb 15, 2018
Yao-Hung Hubert Tsai, Han Zhao, Ruslan Salakhutdinov, Nebojsa Jojic


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Improving One-Shot Learning through Fusing Side Information


Jan 23, 2018
Yao-Hung Hubert Tsai, Ruslan Salakhutdinov


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