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Deep Hierarchical Planning from Pixels


Jun 08, 2022
Danijar Hafner , Kuang-Huei Lee , Ian Fischer , Pieter Abbeel

* Website: https://danijar.com/director 

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Multi-Game Decision Transformers


May 30, 2022
Kuang-Huei Lee , Ofir Nachum , Mengjiao Yang , Lisa Lee , Daniel Freeman , Winnie Xu , Sergio Guadarrama , Ian Fischer , Eric Jang , Henryk Michalewski , Igor Mordatch


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An Empirical Investigation of Representation Learning for Imitation


May 16, 2022
Xin Chen , Sam Toyer , Cody Wild , Scott Emmons , Ian Fischer , Kuang-Huei Lee , Neel Alex , Steven H Wang , Ping Luo , Stuart Russell , Pieter Abbeel , Rohin Shah

* Accepted to NeurIPS2021 Datasets and Benchmarks Track 

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Compressive Visual Representations


Sep 29, 2021
Kuang-Huei Lee , Anurag Arnab , Sergio Guadarrama , John Canny , Ian Fischer

* 27 pages, 4 figures, to appear at NeurIPS 2021 

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VIB is Half Bayes


Nov 17, 2020
Alexander A Alemi , Warren R Morningstar , Ben Poole , Ian Fischer , Joshua V Dillon


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Predictive Information Accelerates Learning in RL


Jul 24, 2020
Kuang-Huei Lee , Ian Fischer , Anthony Liu , Yijie Guo , Honglak Lee , John Canny , Sergio Guadarrama


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Cycles in Causal Learning


Jul 24, 2020
Katie Everett , Ian Fischer


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An Unsupervised Information-Theoretic Perceptual Quality Metric


Jun 11, 2020
Sangnie Bhardwaj , Ian Fischer , Johannes Ballé , Troy Chinen

* Submitted to the 34th Conference on Neural Information Processing Systems (NeurIPS 2020) 

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CEB Improves Model Robustness


Feb 13, 2020
Ian Fischer , Alexander A. Alemi


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The Conditional Entropy Bottleneck


Feb 13, 2020
Ian Fischer


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