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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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C-Learning: Learning to Achieve Goals via Recursive Classification

Nov 17, 2020
Benjamin Eysenbach, Ruslan Salakhutdinov, Sergey Levine

* Project website: https://ben-eysenbach.github.io/c_learning/ 

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Close Category Generalization

Nov 17, 2020
Yao-Yuan Yang, Cyrus Rashtchian, Ruslan Salakhutdinov, Kamalika Chaudhuri


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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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Planning with Submodular Objective Functions

Oct 22, 2020
Ruosong Wang, Hanrui Zhang, Devendra Singh Chaplot, Denis Garagić, Ruslan Salakhutdinov


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Case Study: Deontological Ethics in NLP

Oct 09, 2020
Shrimai Prabhumoye, Brendon Boldt, Ruslan Salakhutdinov, Alan W Black


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Graph Adversarial Networks: Protecting Information against Adversarial Attacks

Oct 07, 2020
Peiyuan Liao, Han Zhao, Keyulu Xu, Tommi Jaakkola, Geoffrey Gordon, Stefanie Jegelka, Ruslan Salakhutdinov

* Our code is available at https://github.com/liaopeiyuan/GAL 

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Revisiting LSTM Networks for Semi-Supervised Text Classification via Mixed Objective Function

Sep 08, 2020
Devendra Singh Sachan, Manzil Zaheer, Ruslan Salakhutdinov

* Published at AAAI 2019 

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Few-Shot Learning with Intra-Class Knowledge Transfer

Aug 22, 2020
Vivek Roy, Yan Xu, Yu-Xiong Wang, Kris Kitani, Ruslan Salakhutdinov, Martial Hebert


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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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Object Goal Navigation using Goal-Oriented Semantic Exploration

Jul 02, 2020
Devendra Singh Chaplot, Dhiraj Gandhi, Abhinav Gupta, Ruslan Salakhutdinov

* Winner of the CVPR 2020 AI-Habitat Object Goal Navigation Challenge. See the project webpage at https://devendrachaplot.github.io/projects/semantic-exploration.html 

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Off-Dynamics Reinforcement Learning: Training for Transfer with Domain Classifiers

Jun 24, 2020
Benjamin Eysenbach, Swapnil Asawa, Shreyas Chaudhari, Ruslan Salakhutdinov, Sergey Levine


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On Reward-Free Reinforcement Learning with Linear Function Approximation

Jun 19, 2020
Ruosong Wang, Simon S. Du, Lin F. Yang, Ruslan Salakhutdinov


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Reinforcement Learning with General Value Function Approximation: Provably Efficient Approach via Bounded Eluder Dimension

Jun 19, 2020
Ruosong Wang, Ruslan Salakhutdinov, Lin F. Yang


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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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Neural Topological SLAM for Visual Navigation

May 28, 2020
Devendra Singh Chaplot, Ruslan Salakhutdinov, Abhinav Gupta, Saurabh Gupta

* Published in CVPR 2020. See the project webpage at https://devendrachaplot.github.io/projects/Neural-Topological-SLAM 

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Provably Efficient Reinforcement Learning with General Value Function Approximation

May 21, 2020
Ruosong Wang, Ruslan Salakhutdinov, Lin F. Yang


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Guaranteeing Reproducibility in Deep Learning Competitions

May 12, 2020
Brandon Houghton, Stephanie Milani, Nicholay Topin, William Guss, Katja Hofmann, Diego Perez-Liebana, Manuela Veloso, Ruslan Salakhutdinov

* Accepted as a poster presentation to the 2019 NeruIPS Challenges in Machine Learning workshop (CiML) 

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Exploring Controllable Text Generation Techniques

May 04, 2020
Shrimai Prabhumoye, Alan W Black, Ruslan Salakhutdinov


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Politeness Transfer: A Tag and Generate Approach

May 01, 2020
Aman Madaan, Amrith Setlur, Tanmay Parekh, Barnabas Poczos, Graham Neubig, Yiming Yang, Ruslan Salakhutdinov, Alan W Black, Shrimai Prabhumoye

* To appear at ACL 2020 

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Topological Sort for Sentence Ordering

May 01, 2020
Shrimai Prabhumoye, Ruslan Salakhutdinov, Alan W Black

* Will be published at the Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics (ACL) 2020 

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