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Deep Neural Networks Predict Category Typicality Ratings for Images.
Brenden M. Lake, Wojciech Zaremba, Rob Fergus, Todd M. Gureckis: Deep Neural Networks Predict Category Typicality Ratings for Images. CogSci 2015
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Addressing the Rare Word Problem in Neural Machine Translation.
Thang Luong, Ilya Sutskever, Quoc V. Le, Oriol Vinyals, Wojciech Zaremba: Addressing the Rare Word Problem in Neural Machine Translation. ACL (1) 2015: 11-19
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Extensions and Limitations of the Neural GPU.
Eric Price, Wojciech Zaremba, Ilya Sutskever: Extensions and Limitations of the Neural GPU. CoRR abs/1611.00736 (2016)
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Transfer from Simulation to Real World through Learning Deep Inverse Dynamics...
Paul F. Christiano, Zain Shah, Igor Mordatch, Jonas Schneider, Trevor Blackwell, Joshua Tobin, Pieter Abbeel, Wojciech Zaremba: Transfer from Simulation to Real World through Learning Deep Inverse...
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Improved Techniques for Training GANs.
Tim Salimans, Ian J. Goodfellow, Wojciech Zaremba, Vicki Cheung, Alec Radford, Xi Chen: Improved Techniques for Training GANs. CoRR abs/1606.03498 (2016)
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OpenAI Gym.
Greg Brockman, Vicki Cheung, Ludwig Pettersson, Jonas Schneider, John Schulman, Jie Tang, Wojciech Zaremba: OpenAI Gym. CoRR abs/1606.01540 (2016)
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Sequence Level Training with Recurrent Neural Networks.
Marc'Aurelio Ranzato, Sumit Chopra, Michael Auli, Wojciech Zaremba: Sequence Level Training with Recurrent Neural Networks. ICLR (Poster) 2016
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Discriminative training of CRF models with probably submodular constraints.
Wojciech Zaremba, Matthew B. Blaschko: Discriminative training of CRF models with probably submodular constraints. WACV 2016: 1-7
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Improved Techniques for Training GANs.
Tim Salimans, Ian J. Goodfellow, Wojciech Zaremba, Vicki Cheung, Alec Radford, Xi Chen: Improved Techniques for Training GANs. NIPS 2016: 2226-2234
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Learning Simple Algorithms from Examples.
Wojciech Zaremba, Tomás Mikolov, Armand Joulin, Rob Fergus: Learning Simple Algorithms from Examples. ICML 2016: 421-429
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Learning Algorithms from Data.
Wojciech Zaremba: Learning Algorithms from Data. New York University, USA, 2016
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Asymmetric Actor Critic for Image-Based Robot Learning.
Lerrel Pinto, Marcin Andrychowicz, Peter Welinder, Wojciech Zaremba, Pieter Abbeel: Asymmetric Actor Critic for Image-Based Robot Learning. CoRR abs/1710.06542 (2017)
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Sim-to-Real Transfer of Robotic Control with Dynamics Randomization.
Xue Bin Peng, Marcin Andrychowicz, Wojciech Zaremba, Pieter Abbeel: Sim-to-Real Transfer of Robotic Control with Dynamics Randomization. CoRR abs/1710.06537 (2017)
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Domain Randomization and Generative Models for Robotic Grasping.
Joshua Tobin, Wojciech Zaremba, Pieter Abbeel: Domain Randomization and Generative Models for Robotic Grasping. CoRR abs/1710.06425 (2017)
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Overcoming Exploration in Reinforcement Learning with Demonstrations.
Ashvin Nair, Bob McGrew, Marcin Andrychowicz, Wojciech Zaremba, Pieter Abbeel: Overcoming Exploration in Reinforcement Learning with Demonstrations. CoRR abs/1709.10089 (2017)
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Hindsight Experience Replay.
Marcin Andrychowicz, Filip Wolski, Alex Ray, Jonas Schneider, Rachel Fong, Peter Welinder, Bob McGrew, Josh Tobin, Pieter Abbeel, Wojciech Zaremba: Hindsight Experience Replay. CoRR abs/1707.01495 (2017)
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One-Shot Imitation Learning.
Yan Duan, Marcin Andrychowicz, Bradly C. Stadie, Jonathan Ho, Jonas Schneider, Ilya Sutskever, Pieter Abbeel, Wojciech Zaremba: One-Shot Imitation Learning. CoRR abs/1703.07326 (2017)
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Domain Randomization for Transferring Deep Neural Networks from Simulation to...
Joshua Tobin, Rachel Fong, Alex Ray, Jonas Schneider, Wojciech Zaremba, Pieter Abbeel: Domain Randomization for Transferring Deep Neural Networks from Simulation to the Real World. CoRR abs/1703.06907...
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Hindsight Experience Replay.
Marcin Andrychowicz, Dwight Crow, Alex Ray, Jonas Schneider, Rachel Fong, Peter Welinder, Bob McGrew, Josh Tobin, Pieter Abbeel, Wojciech Zaremba: Hindsight Experience Replay. NIPS 2017: 5048-5058
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One-Shot Imitation Learning.
Yan Duan, Marcin Andrychowicz, Bradly C. Stadie, Jonathan Ho, Jonas Schneider, Ilya Sutskever, Pieter Abbeel, Wojciech Zaremba: One-Shot Imitation Learning. NIPS 2017: 1087-1098
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