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AI researchers employ not only the scientific method, but also methodology from mathematics and engineering.
Die grundlagen der mathematik
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Applications of circumscription to formalizing common-sense knowledge
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Abductive logic programming
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Robocup: The robot world cup initiative
Hiroaki Kitano, Minoru Asada, Yasuo Kuniyoshi, Itsuki Noda, and Eiichi Osawa · 1997
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How long before superintelligence?
Nick Bostrom · 1998
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Introduction to expert systems
Peter Jackson · 1998
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Introduction to reinforcement learning
Richard S Sutton and Andrew G Barto · 1998
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An overview of statistical learning theory
Vladimir Naumovich Vapnik · 1999
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Designing the market game for a trading agent competition
Michael P. Wellman, Peter R. Wurman, Kevin O’Malley, Roshan Bangera, Daniel Reeves, William E Walsh, et al · 2001
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Deep blue
Cloudcv: Large-scale distributed computer vision as a cloud service
Harsh Agrawal, Clint Solomon Mathialagan, Yash Goyal, Neelima Chavali, Prakriti Banik, Akrit Mohapatra, Ahmed Osman, and Dhruv Batra · 2015
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Heads-up limit hold’em poker is solved
Michael Bowling, Neil Burch, Michael Johanson, and Oskari Tammelin · 2015
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Human-level control through deep reinforcement learning
Volodymyr Mnih, Koray Kavukcuoglu, David Silver, Andrei A Rusu, Joel Veness, Marc G Bellemare, Alex Graves, Martin Riedmiller, Andreas K Fidjeland, Georg Ostrovski, et al · 2015
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Imagenet large scale visual recognition challenge
Olga Russakovsky, Jia Deng, Hao Su, Jonathan Krause, Sanjeev Satheesh, Sean Ma, Zhiheng Huang, Andrej Karpathy, Aditya Khosla, Michael Bernstein, et al · 2015
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The social dilemma of autonomous vehicles
Jean-François Bonnefon, Azim Shariff, and Iyad Rahwan · 2016
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Murray Campbell, A Joseph Hoane Jr, and Feng-hsiung Hsu · 2002
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Bleu: a method for automatic evaluation of machine translation
Kishore Papineni, Salim Roukos, Todd Ward, and Wei-Jing Zhu · 2002
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The relationship between precision-recall and roc curves
Jesse Davis and Mark Goadrich · 2006
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The netflix prize
James Bennett and Stan Lanning · 2007
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Checkers is solved
Jonathan Schaeffer, Neil Burch, Yngvi Björnsson, Akihiro Kishimoto, Martin Müller, Robert Lake, Paul Lu, and Steve Sutphen · 2007
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Evaluating color descriptors for object and scene recognition
Koen Van De Sande, Theo Gevers, and Cees Snoek · 2010
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Le Chen, Alan Mislove, and Christo Wilson · 2016
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The rise of social bots
Emilio Ferrara, Onur Varol, Clayton Davis, Filippo Menczer, and Alessandro Flammini · 2016
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Algorithmic bias: From discrimination discovery to fairness-aware data mining
Sara Hajian, Francesco Bonchi, and Carlos Castillo · 2016
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How we analyzed the compas recidivism algorithm. propublica, 2016
J Larson, S Mattu, L Kirchner, and J Angwin · 2016
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Mastering the game of go with deep neural networks and tree search
David Silver, Aja Huang, Chris J Maddison, Arthur Guez, Laurent Sifre, George Van Den Driessche, Julian Schrittwieser, Ioannis Antonoglou, Veda Panneershelvam, Marc Lanctot, et al · 2016
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How we examined racial discrimination in auto insurance prices. propublica, 2017
J Larson, J Angwin, L Kirchner, and S Mattu · 2017
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Parlai: A dialog research software platform
Alexander H Miller, Will Feng, Adam Fisch, Jiasen Lu, Dhruv Batra, Antoine Bordes, Devi Parikh, and Jason Weston · 2017
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Weapons of math destruction: How big data increases inequality and threatens democracy
Cathy O’Neil · 2017
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The ai detectives
Paul Voosen · 2017
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Inception score, label smoothing, gradient vanishing and-log (d (x)) alternative
Zhiming Zhou, Weinan Zhang, and Jun Wang · 2017
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Gender shades: Intersectional accuracy disparities in commercial gender classification
Joy Buolamwini and Timnit Gebru · 2018
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Artificial intelligence faces reproducibility crisis, 2018
Matthew Hutson · 2018
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Psychlab: A psychology laboratory for deep reinforcement learning agents
Joel Z Leibo, Cyprien de Masson d’Autume, Daniel Zoran, David Amos, Charles Beattie, Keith Anderson, Antonio García Castañeda, Manuel Sanchez, Simon Green, Audrunas Gruslys, et al · 2018
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