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Relay Variational Inference: A Method for Accelerated Encoderless VI


Oct 26, 2021
Amir Zadeh, Santiago Benoit, Louis-Philippe Morency


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MultiBench: Multiscale Benchmarks for Multimodal Representation Learning


Jul 15, 2021
Paul Pu Liang, Yiwei Lyu, Xiang Fan, Zetian Wu, Yun Cheng, Jason Wu, Leslie Chen, Peter Wu, Michelle A. Lee, Yuke Zhu, Ruslan Salakhutdinov, Louis-Philippe Morency

* Code: https://github.com/pliang279/MultiBench and Website: https://cmu-multicomp-lab.github.io/multibench/ 

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Towards Understanding and Mitigating Social Biases in Language Models


Jun 24, 2021
Paul Pu Liang, Chiyu Wu, Louis-Philippe Morency, Ruslan Salakhutdinov

* ICML 2021, code available at https://github.com/pliang279/LM_bias 

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Learning Language and Multimodal Privacy-Preserving Markers of Mood from Mobile Data


Jun 24, 2021
Paul Pu Liang, Terrance Liu, Anna Cai, Michal Muszynski, Ryo Ishii, Nicholas Allen, Randy Auerbach, David Brent, Ruslan Salakhutdinov, Louis-Philippe Morency

* ACL 2021. arXiv admin note: substantial text overlap with arXiv:2012.02359 

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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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StylePTB: A Compositional Benchmark for Fine-grained Controllable Text Style Transfer


Apr 12, 2021
Yiwei Lyu, Paul Pu Liang, Hai Pham, Eduard Hovy, Barnabás Póczos, Ruslan Salakhutdinov, Louis-Philippe Morency

* NAACL 2021, code available at https://github.com/lvyiwei1/StylePTB/ 

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Understanding the Tradeoffs in Client-Side Privacy for Speech Recognition


Jan 22, 2021
Peter Wu, Paul Pu Liang, Ruslan Salakhutdinov, Louis-Philippe Morency


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StarNet: Gradient-free Training of Deep Generative Models using Determined System of Linear Equations


Jan 03, 2021
Amir Zadeh, Santiago Benoit, Louis-Philippe Morency

* Work in progress at CMU 

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Cross-Modal Generalization: Learning in Low Resource Modalities via Meta-Alignment


Dec 04, 2020
Paul Pu Liang, Peter Wu, Liu Ziyin, Louis-Philippe Morency, Ruslan Salakhutdinov


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Multimodal Privacy-preserving Mood Prediction from Mobile Data: A Preliminary Study


Dec 04, 2020
Terrance Liu, Paul Pu Liang, Michal Muszynski, Ryo Ishii, David Brent, Randy Auerbach, Nicholas Allen, Louis-Philippe Morency


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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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MTGAT: Multimodal Temporal Graph Attention Networks for Unaligned Human Multimodal Language Sequences


Oct 22, 2020
Jianing Yang, Yongxin Wang, Ruitao Yi, Yuying Zhu, Azaan Rehman, Amir Zadeh, Soujanya Poria, Louis-Philippe Morency


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Style Transfer for Co-Speech Gesture Animation: A Multi-Speaker Conditional-Mixture Approach


Jul 24, 2020
Chaitanya Ahuja, Dong Won Lee, Yukiko I. Nakano, Louis-Philippe Morency

* European Conference on Computer Vision 2020 
* 24 pages, 12 figures 

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Towards Debiasing Sentence Representations


Jul 16, 2020
Paul Pu Liang, Irene Mengze Li, Emily Zheng, Yao Chong Lim, Ruslan Salakhutdinov, Louis-Philippe Morency

* ACL 2020, code available at https://github.com/pliang279/sent_debias 

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What Gives the Answer Away? Question Answering Bias Analysis on Video QA Datasets


Jul 07, 2020
Jianing Yang, Yuying Zhu, Yongxin Wang, Ruitao Yi, Amir Zadeh, Louis-Philippe Morency


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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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Improving Aspect-Level Sentiment Analysis with Aspect Extraction


May 03, 2020
Navonil Majumder, Rishabh Bhardwaj, Soujanya Poria, Amir Zadeh, Alexander Gelbukh, Amir Hussain, 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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Diverse and Admissible Trajectory Forecasting through Multimodal Context Understanding


Apr 03, 2020
Seong Hyeon Park, Gyubok Lee, Manoj Bhat, Jimin Seo, Minseok Kang, Jonathan Francis, Ashwin R. Jadhav, Paul Pu Liang, Louis-Philippe Morency


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On Emergent Communication in Competitive Multi-Agent Teams


Mar 04, 2020
Paul Pu Liang, Jeffrey Chen, Ruslan Salakhutdinov, Louis-Philippe Morency, Satwik Kottur

* AAMAS 2020 

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Learning Not to Learn in the Presence of Noisy Labels


Feb 16, 2020
Liu Ziyin, Blair Chen, Ru Wang, Paul Pu Liang, Ruslan Salakhutdinov, Louis-Philippe Morency, Masahito Ueda


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Think Locally, Act Globally: Federated Learning with Local and Global Representations


Jan 06, 2020
Paul Pu Liang, Terrance Liu, Liu Ziyin, Ruslan Salakhutdinov, Louis-Philippe Morency

* Workshop on Federated Learning for Data Privacy and Confidentiality, NeurIPS 2019, Vancouver, Canada 

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Context-Dependent Models for Predicting and Characterizing Facial Expressiveness


Dec 10, 2019
Victoria Lin, Jeffrey M. Girard, Louis-Philippe Morency


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