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Insights From the NeurIPS 2021 NetHack Challenge



Eric Hambro , Sharada Mohanty , Dmitrii Babaev , Minwoo Byeon , Dipam Chakraborty , Edward Grefenstette , Minqi Jiang , Daejin Jo , Anssi Kanervisto , Jongmin Kim , Sungwoong Kim , Robert Kirk , Vitaly Kurin , Heinrich Küttler , Taehwon Kwon , Donghoon Lee , Vegard Mella , Nantas Nardelli , Ivan Nazarov , Nikita Ovsov , Jack Parker-Holder , Roberta Raileanu , Karolis Ramanauskas , Tim Rocktäschel , Danielle Rothermel , Mikayel Samvelyan , Dmitry Sorokin , Maciej Sypetkowski , Michał Sypetkowski

* Under review at PMLR for the NeuRIPS 2021 Competition Workshop Track, 10 pages + 10 in appendices 

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Automated Learning Rate Scheduler for Large-batch Training



Chiheon Kim , Saehoon Kim , Jongmin Kim , Donghoon Lee , Sungwoong Kim

* 15 pages, 7 figures, 4 tables, 8th ICML Workshop on Automated Machine Learning (2021) 

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Deformation Driven Seq2Seq Longitudinal Tumor and Organs-at-Risk Prediction for Radiotherapy



Donghoon Lee , Sadegh R Alam , Jue Jiang , Pengpeng Zhang , Saad Nadeem , Yu-Chi Hu

* Medical Physics 2021, Saad Nadeem and Yu-Chi Hu contributed equally 

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Entropy-Augmented Entropy-Regularized Reinforcement Learning and a Continuous Path from Policy Gradient to Q-Learning



Donghoon Lee

* 16 pages, 1 figure. refined a few expressions, proofs. added source code 

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A Variational Bayes Approach to Adaptive Radio Tomography



Donghoon Lee , Georgios B. Giannakis

* submitted to IEEE Transactions on Signal Processing. arXiv admin note: substantial text overlap with arXiv:1804.02084 

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Inserting Videos into Videos



Donghoon Lee , Tomas Pfister , Ming-Hsuan Yang

* CVPR 2019 

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Context-Aware Synthesis and Placement of Object Instances



Donghoon Lee , Sifei Liu , Jinwei Gu , Ming-Yu Liu , Ming-Hsuan Yang , Jan Kautz


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Learning Instance-Aware Object Detection Using Determinantal Point Processes



Nuri Kim , Donghoon Lee , Songhwai Oh


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Generative Single Image Reflection Separation



Donghoon Lee , Ming-Hsuan Yang , Songhwai Oh


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