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Jongwook Choi

Fast Inference and Transfer of Compositional Task Structures for Few-shot Task Generalization

May 25, 2022
Sungryull Sohn, Hyunjae Woo, Jongwook Choi, lyubing qiang, Izzeddin Gur, Aleksandra Faust, Honglak Lee

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* Accepted to UAI 2022 as an oral presentation

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Lipschitz-constrained Unsupervised Skill Discovery

Feb 08, 2022
Seohong Park, Jongwook Choi, Jaekyeom Kim, Honglak Lee, Gunhee Kim

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* Accepted to ICLR 2022

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Environment Generation for Zero-Shot Compositional Reinforcement Learning

Jan 21, 2022
Izzeddin Gur, Natasha Jaques, Yingjie Miao, Jongwook Choi, Manoj Tiwari, Honglak Lee, Aleksandra Faust

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* Published in NeurIPS 2021

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Successor Feature Landmarks for Long-Horizon Goal-Conditioned Reinforcement Learning

Nov 18, 2021
Christopher Hoang, Sungryull Sohn, Jongwook Choi, Wilka Carvalho, Honglak Lee

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* NeurIPS 2021. Video and code at https://2016choang.github.io/sfl

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Shortest-Path Constrained Reinforcement Learning for Sparse Reward Tasks

Jul 13, 2021
Sungryull Sohn, Sungtae Lee, Jongwook Choi, Harm van Seijen, Mehdi Fatemi, Honglak Lee

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* In proceedings of ICML 2021

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Variational Empowerment as Representation Learning for Goal-Based Reinforcement Learning

Jun 02, 2021
Jongwook Choi, Archit Sharma, Honglak Lee, Sergey Levine, Shixiang Shane Gu

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* Accepted at International Conference on Machine Learning (ICML) 2021

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Contingency-Aware Exploration in Reinforcement Learning

Nov 05, 2018
Jongwook Choi, Yijie Guo, Marcin Moczulski, Junhyuk Oh, Neal Wu, Mohammad Norouzi, Honglak Lee

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* Preprint, work in progress. Under review at ICLR 2019

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