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Clockwork Variational Autoencoders


Feb 20, 2021
Vaibhav Saxena, Jimmy Ba, Danijar Hafner

* 17 pages, 12 figures, 4 tables 

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Clockwork Variational Autoencoders for Video Prediction


Feb 18, 2021
Vaibhav Saxena, Jimmy Ba, Danijar Hafner

* 17 pages, 12 figures, 4 tables 

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LIME: Learning Inductive Bias for Primitives of Mathematical Reasoning


Jan 15, 2021
Yuhuai Wu, Markus Rabe, Wenda Li, Jimmy Ba, Roger Grosse, Christian Szegedy

* 16 pages 

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Noisy Labels Can Induce Good Representations


Dec 23, 2020
Jingling Li, Mozhi Zhang, Keyulu Xu, John P. Dickerson, Jimmy Ba

* 27 pages, 13 figures 

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Evaluating Agents without Rewards


Dec 21, 2020
Brendon Matusch, Jimmy Ba, Danijar Hafner

* 15 pages, 6 figures, 5 tables 

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Planning from Pixels using Inverse Dynamics Models


Dec 04, 2020
Keiran Paster, Sheila A. McIlraith, Jimmy Ba

* 9 pages, 4 figures 

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Mastering Atari with Discrete World Models


Oct 05, 2020
Danijar Hafner, Timothy Lillicrap, Mohammad Norouzi, Jimmy Ba

* 8 pages, 4 figures, 4 tables 

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Action and Perception as Divergence Minimization


Oct 05, 2020
Danijar Hafner, Pedro A. Ortega, Jimmy Ba, Thomas Parr, Karl Friston, Nicolas Heess

* 14 pages, 10 figures, 2 tables 

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A Study of Gradient Variance in Deep Learning


Jul 09, 2020
Fartash Faghri, David Duvenaud, David J. Fleet, Jimmy Ba


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The Scattering Compositional Learner: Discovering Objects, Attributes, Relationships in Analogical Reasoning


Jul 08, 2020
Yuhuai Wu, Honghua Dong, Roger Grosse, Jimmy Ba


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INT: An Inequality Benchmark for Evaluating Generalization in Theorem Proving


Jul 06, 2020
Yuhuai Wu, Albert Jiang, Jimmy Ba, Roger Grosse


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Maximum Entropy Gain Exploration for Long Horizon Multi-goal Reinforcement Learning


Jul 06, 2020
Silviu Pitis, Harris Chan, Stephen Zhao, Bradly Stadie, Jimmy Ba

* 12 pages (+12 appendix). Published as a conference paper at ICML 2020. Code available at https://github.com/spitis/mrl 

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When Does Preconditioning Help or Hurt Generalization?


Jul 02, 2020
Shun-ichi Amari, Jimmy Ba, Roger Grosse, Xuechen Li, Atsushi Nitanda, Taiji Suzuki, Denny Wu, Ji Xu

* 38 pages 

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BatchEnsemble: An Alternative Approach to Efficient Ensemble and Lifelong Learning


Feb 20, 2020
Yeming Wen, Dustin Tran, Jimmy Ba

* Eighth International Conference on Learning Representations (ICLR 2020) 

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BatchEnsemble: an Alternative Approach to Efficient Ensemble and Lifelong Learning


Feb 17, 2020
Yeming Wen, Dustin Tran, Jimmy Ba

* In International Conference on Learning Representations, 2020 

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An Inductive Bias for Distances: Neural Nets that Respect the Triangle Inequality


Feb 14, 2020
Silviu Pitis, Harris Chan, Kiarash Jamali, Jimmy Ba

* 11 pages (+18 appendix). Published as a conference paper at ICLR 2020. https://openreview.net/forum?id=HJeiDpVFPr 

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Dream to Control: Learning Behaviors by Latent Imagination


Dec 03, 2019
Danijar Hafner, Timothy Lillicrap, Jimmy Ba, Mohammad Norouzi

* 9 pages, 12 figures 

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On Solving Minimax Optimization Locally: A Follow-the-Ridge Approach


Nov 25, 2019
Yuanhao Wang, Guodong Zhang, Jimmy Ba

* 21 pages 

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Lookahead Optimizer: k steps forward, 1 step back


Jul 19, 2019
Michael R. Zhang, James Lucas, Geoffrey Hinton, Jimmy Ba

* 8 pages 

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Benchmarking Model-Based Reinforcement Learning


Jul 03, 2019
Tingwu Wang, Xuchan Bao, Ignasi Clavera, Jerrick Hoang, Yeming Wen, Eric Langlois, Shunshi Zhang, Guodong Zhang, Pieter Abbeel, Jimmy Ba

* 8 main pages, 8 figures; 14 appendix pages, 25 figures 

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Exploring Model-based Planning with Policy Networks


Jun 20, 2019
Tingwu Wang, Jimmy Ba

* 8 pages, 7 figures 

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Neural Graph Evolution: Towards Efficient Automatic Robot Design


Jun 12, 2019
Tingwu Wang, Yuhao Zhou, Sanja Fidler, Jimmy Ba

* ICLR 2019 

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Graph Normalizing Flows


May 30, 2019
Jenny Liu, Aviral Kumar, Jimmy Ba, Jamie Kiros, Kevin Swersky


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Interplay Between Optimization and Generalization of Stochastic Gradient Descent with Covariance Noise


Apr 03, 2019
Yeming Wen, Kevin Luk, Maxime Gazeau, Guodong Zhang, Harris Chan, Jimmy Ba


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DOM-Q-NET: Grounded RL on Structured Language


Feb 19, 2019
Sheng Jia, Jamie Kiros, Jimmy Ba

* International Conference on Learning Representations (ICLR), 2019 

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ACTRCE: Augmenting Experience via Teacher's Advice For Multi-Goal Reinforcement Learning


Feb 12, 2019
Harris Chan, Yuhuai Wu, Jamie Kiros, Sanja Fidler, Jimmy Ba


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