NeurIPS 2020 竞赛与演示赛道：修订后的精选论文

Hugo Jair Escalante，Katja Hofmann; NeurIPS 2020 竞赛与演示赛道会议论文集, PMLR 133:1-2

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贝叶斯优化优于随机搜索用于机器学习超参数调整：2020 年黑盒优化挑战分析

Ryan Turner，David Eriksson，Michael McCourt，Juha Kiili，Eero Laaksonen，Zhen Xu，Isabelle Guyon; NeurIPS 2020 竞赛与演示赛道会议论文集, PMLR 133:3-26

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tspDB：时间序列预测数据库

Anish Agarwal，Abdullah Alomar，Devavrat Shah; NeurIPS 2020 竞赛与演示赛道会议论文集, PMLR 133:27-56

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学习布料动力学：3D+纹理服装重建基准

Meysam Madadi，Hugo Bertiche，Wafa Bouzouita，Isabelle Guyon，Sergio Escalera; NeurIPS 2020 竞赛与演示赛道会议论文集, PMLR 133:57-76

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通过学习局部贝叶斯优化的搜索空间划分解决黑盒优化挑战

Mikita Sazanovich，Anastasiya Nikolskaya，Yury Belousov，Aleksei Shpilman; NeurIPS 2020 竞赛与演示赛道会议论文集, PMLR 133:77-85

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NeurIPS 2020 EfficientQA 竞赛：系统、分析和经验教训

Sewon Min，Jordan Boyd-Graber，Chris Alberti，Danqi Chen，Eunsol Choi，Michael Collins，Kelvin Guu，Hannaneh Hajishirzi，Kenton Lee，Jennimaria Palomaki，Colin Raffel，Adam Roberts，Tom Kwiatkowski，Patrick Lewis，Yuxiang Wu，Heinrich Küttler，Linqing Liu，Pasquale Minervini，Pontus Stenetorp，Sebastian Riedel，Sohee Yang，Minjoon Seo，Gautier Izacard，Fabio Petroni，Lucas Hosseini，Nicola De Cao，Edouard Grave，Ikuya Yamada，Sonse Shimaoka，Masatoshi Suzuki，Shumpei Miyawaki，Shun Sato，Ryo Takahashi，Jun Suzuki，Martin Fajcik，Martin Docekal，Karel Ondrej，Pavel Smrz，Hao Cheng，Yelong Shen，Xiaodong Liu，Pengcheng He，Weizhu Chen，Jianfeng Gao，Barlas Oguz，Xilun Chen，Vladimir Karpukhin，Stan Peshterliev，Dmytro Okhonko，Michael Schlichtkrull，Sonal Gupta，Yashar Mehdad，Wen-tau Yih; NeurIPS 2020 竞赛与演示赛道会议论文集, PMLR 133:86-111

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学习运行电力网络挑战：回顾性分析

Antoine Marot，Benjamin Donnot，Gabriel Dulac-Arnold，Adrian Kelly，Aidan O’Sullivan，Jan Viebahn，Mariette Awad，Isabelle Guyon，Patrick Panciatici，Camilo Romero; NeurIPS 2020 竞赛与演示赛道会议论文集, PMLR 133:112-132

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MosAIc：通过条件图像检索发现跨文化的艺术联系

Mark Hamilton，Stephanie Fu，Mindren Lu，Johnny Bui，Darius Bopp，Zhenbang Chen，Felix Tran，Margaret Wang，Marina Rogers，Lei Zhang，Chris Hoder，William T. Freeman; NeurIPS 2020 竞赛与演示赛道会议论文集, PMLR 133:133-155

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半自动数据标注

Michael Desmond，Evelyn Duesterwald，Kristina Brimijoin，Michelle Brachman，Qian Pan; NeurIPS 2020 竞赛与演示赛道会议论文集, PMLR 133:156-169

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首次深度学习泛化预测竞赛的方法与分析

Yiding Jiang，Parth Natekar，Manik Sharma，Sumukh K. Aithal，Dhruva Kashyap，Natarajan Subramanyam，Carlos Lassance，Daniel M. Roy，Gintare Karolina Dziugaite，Suriya Gunasekar，Isabelle Guyon，Pierre Foret，Scott Yak，Hossein Mobahi，Behnam Neyshabur，Samy Bengio; NeurIPS 2020 竞赛与演示赛道会议论文集, PMLR 133:170-190

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诊断问题 NeurIPS 2020 教育挑战的结果与见解

Zichao Wang，Angus Lamb，Evgeny Saveliev，Pashmina Cameron，Jordan Zaykov，Jose Miguel Hernandez-Lobato，Richard E. Turner，Richard G. Baraniuk，Craig Barton，Simon Peyton Jones，Simon Woodhead，Cheng Zhang; NeurIPS 2020 竞赛与演示赛道会议论文集, PMLR 133:191-205

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Hide-and-Seek 隐私挑战：合成数据生成与患者再识别

James Jordon，Daniel Jarrett，Evgeny Saveliev，Jinsung Yoon，Paul Elbers，Patrick Thoral，Ari Ercole，Cheng Zhang，Danielle Belgrave，Mihaela van der Schaar; NeurIPS 2020 竞赛与演示赛道会议论文集, PMLR 133:206-215

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SpaceNet 多时间城市发展挑战

Adam Van Etten，Daniel Hogan; NeurIPS 2020 竞赛与演示赛道会议论文集, PMLR 133:216-232

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迈向稳健且领域无关的强化学习竞赛：MineRL 2020

William Hebgen Guss，Stephanie Milani，Nicholay Topin，Brandon Houghton，Sharada Mohanty，Andrew Melnik，Augustin Harter，Benoit Buschmaas，Bjarne Jaster，Christoph Berganski，Dennis Heitkamp，Marko Henning，Helge Ritter，Chengjie Wu，Xiaotian Hao，Yiming Lu，Hangyu Mao，Yihuan Mao，Chao Wang，Michal Opanowicz，Anssi Kanervisto，Yanick Schraner，Christian Scheller，Xiren Zhou，Lu Liu，Daichi Nishio，Toi Tsuneda，Karolis Ramanauskas，Gabija Juceviciute; NeurIPS 2020 竞赛与演示赛道会议论文集, PMLR 133:233-252

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音乐演讲：基于 Transformer 的作曲工具

Jason d’Eon，Sri Harsha Dumpla，Chandramouli Shama Sastry，Daniel Oore，Sageev Oore; NeurIPS 2020 竞赛与演示赛道会议论文集, PMLR 133:253-274

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Flatland 竞赛 2020：MAPF 和 MARL 用于网格世界中高效的列车协调

Florian Laurent，Manuel Schneider，Christian Scheller，Jeremy Watson，Jiaoyang Li，Zhe Chen，Yi Zheng，Shao-Hung Chan，Konstantin Makhnev，Oleg Svidchenko，Vladimir Egorov，Dmitry Ivanov，Aleksei Shpilman，Evgenija Spirovska，Oliver Tanevski，Aleksandar Nikov，Ramon Grunder，David Galevski，Jakov Mitrovski，Guillaume Sartoretti，Zhiyao Luo，Mehul Damani，Nilabha Bhattacharya，Shivam Agarwal，Adrian Egli，Erik Nygren，Sharada Mohanty; NeurIPS 2020 竞赛与演示赛道会议论文集, PMLR 133:275-301

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NeurIPS 2020 NLC2CMD 竞赛：将自然语言翻译成 Bash 命令

Mayank Agarwal，Tathagata Chakraborti，Quchen Fu，David Gros，Xi Victoria Lin，Jaron Maene，Kartik Talamadupula，Zhongwei Teng，Jules White; NeurIPS 2020 竞赛与演示赛道会议论文集, PMLR 133:302-324

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Traffic4cast 在 NeurIPS 2020 上的表现：关于网格地理空间过程的非理性有效性

Michael Kopp，David Kreil，Moritz Neun，David Jonietz，Henry Martin，Pedro Herruzo，Aleksandra Gruca，Ali Soleymani，Fanyou Wu，Yang Liu，Jingwei Xu，Jianjin Zhang，Jay Santokhi，Alabi Bojesomo，Hasan Al Marzouqi，Panos Liatsis，Pak Hay Kwok，Qi Qi，Sepp Hochreiter; NeurIPS 2020 竞赛与演示赛道会议论文集, PMLR 133:325-343

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Hateful Memes 挑战赛：竞赛报告

Douwe Kiela，Hamed Firooz，Aravind Mohan，Vedanuj Goswami，Amanpreet Singh，Casey A. Fitzpatrick，Peter Bull，Greg Lipstein，Tony Nelli，Ron Zhu，Niklas Muennighoff，Riza Velioglu，Jewgeni Rose，Phillip Lippe，Nithin Holla，Shantanu Chandra，Santhosh Rajamanickam，Georgios Antoniou，Ekaterina Shutova，Helen Yannakoudakis，Vlad Sandulescu，Umut Ozertem，Patrick Pantel，Lucia Specia，Devi Parikh; NeurIPS 2020 Competition and Demonstration Track 会议论文集, PMLR 133:344-360

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衡量强化学习基准中的样本效率和泛化能力：NeurIPS 2020 Procgen 基准

Sharada Mohanty，Jyotish Poonganam，Adrien Gaidon，Andrey Kolobov，Blake Wulfe，Dipam Chakraborty，Graz̆vydas S̆emetulskis，João Schapke，Jonas Kubilius，Jurgis Paükonis，Linas Klimas，Matthew Hausknecht，Patrick MacAlpine，Quang Nhat Tran，Thomas Tumiel，Xiaocheng Tang，Xinwei Chen，Christopher Hesse，Jacob Hilton，William Hebgen Guss，Sahika Genc，John Schulman，Karl Cobbe; NeurIPS 2020 Competition and Demonstration Track 会议论文集, PMLR 133:361-395

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