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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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Factorized Multimodal Transformer for Multimodal Sequential Learning

Nov 22, 2019
Amir Zadeh, Chengfeng Mao, Kelly Shi, Yiwei Zhang, Paul Pu Liang, Soujanya Poria, Louis-Philippe Morency


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WildMix Dataset and Spectro-Temporal Transformer Model for Monoaural Audio Source Separation

Nov 21, 2019
Amir Zadeh, Tianjun Ma, Soujanya Poria, Louis-Philippe Morency


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To React or not to React: End-to-End Visual Pose Forecasting for Personalized Avatar during Dyadic Conversations

Oct 05, 2019
Chaitanya Ahuja, Shugao Ma, Louis-Philippe Morency, Yaser Sheikh


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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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M-BERT: Injecting Multimodal Information in the BERT Structure

Aug 15, 2019
Wasifur Rahman, Md Kamrul Hasan, Amir Zadeh, Louis-Philippe Morency, Mohammed Ehsan Hoque


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Language2Pose: Natural Language Grounded Pose Forecasting

Jul 02, 2019
Chaitanya Ahuja, Louis-Philippe Morency


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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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Deep Gamblers: Learning to Abstain with Portfolio Theory

Jun 29, 2019
Liu Ziyin, Zhikang Wang, Paul Pu Liang, Ruslan Salakhutdinov, Louis-Philippe Morency, Masahito Ueda


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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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UR-FUNNY: A Multimodal Language Dataset for Understanding Humor

Apr 14, 2019
Md Kamrul Hasan, Wasifur Rahman, Amir Zadeh, Jianyuan Zhong, Md Iftekhar Tanveer, Louis-Philippe Morency, Mohammed, Hoque


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