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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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Efficient Transformers in Reinforcement Learning using Actor-Learner Distillation


Apr 04, 2021
Emilio Parisotto, Ruslan Salakhutdinov

* Published at ICLR 2021 

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Self-supervised Representation Learning with Relative Predictive Coding


Mar 28, 2021
Yao-Hung Hubert Tsai, Martin Q. Ma, Muqiao Yang, Han Zhao, Louis-Philippe Morency, Ruslan Salakhutdinov


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Replacing Rewards with Examples: Example-Based Policy Search via Recursive Classification


Mar 23, 2021
Benjamin Eysenbach, Sergey Levine, Ruslan Salakhutdinov

* Website with videos and code: https://ben-eysenbach.github.io/rce 

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Instabilities of Offline RL with Pre-Trained Neural Representation


Mar 08, 2021
Ruosong Wang, Yifan Wu, Ruslan Salakhutdinov, Sham M. Kakade


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On Proximal Policy Optimization's Heavy-tailed Gradients


Feb 20, 2021
Saurabh Garg, Joshua Zhanson, Emilio Parisotto, Adarsh Prasad, J. Zico Kolter, Sivaraman Balakrishnan, Zachary C. Lipton, Ruslan Salakhutdinov, Pradeep Ravikumar

* Pre-print 

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Reasoning Over Virtual Knowledge Bases With Open Predicate Relations


Feb 14, 2021
Haitian Sun, Pat Verga, Bhuwan Dhingra, Ruslan Salakhutdinov, William W. Cohen


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The MineRL 2020 Competition on Sample Efficient Reinforcement Learning using Human Priors


Jan 26, 2021
William H. Guss, Mario Ynocente Castro, Sam Devlin, Brandon Houghton, Noboru Sean Kuno, Crissman Loomis, Stephanie Milani, Sharada Mohanty, Keisuke Nakata, Ruslan Salakhutdinov, John Schulman, Shinya Shiroshita, Nicholay Topin, Avinash Ummadisingu, Oriol Vinyals

* 37 pages, initial submission, accepted at NeurIPS. arXiv admin note: substantial text overlap with arXiv:1904.10079 

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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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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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