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Learning Controllable Content Generators


May 06, 2021
Sam Earle, Maria Edwards, Ahmed Khalifa, Philip Bontrager, Julian Togelius

* 8 pages, 11 figures, submitted to CoG '21 

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Game Mechanic Alignment Theory and Discovery


Feb 20, 2021
Michael Cerny Green, Ahmed Khalifa, Philip Bontrager, Rodrigo Canaan, Julian Togelius

* 11 pages, 8 figures 

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PCGRL: Procedural Content Generation via Reinforcement Learning


Feb 18, 2020
Ahmed Khalifa, Philip Bontrager, Sam Earle, Julian Togelius

* 7 pages, 7 figures, 1 table, submitted to IJCAI conference 

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Fully Differentiable Procedural Content Generation through Generative Playing Networks


Feb 12, 2020
Philip Bontrager, Julian Togelius

* 8 pages, 7 figures 

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Rotation, Translation, and Cropping for Zero-Shot Generalization


Jan 27, 2020
Chang Ye, Ahmed Khalifa, Philip Bontrager, Julian Togelius

* 6 pages, 7 figures, submitted to IJCAI 

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Superstition in the Network: Deep Reinforcement Learning Plays Deceptive Games


Aug 12, 2019
Philip Bontrager, Ahmed Khalifa, Damien Anderson, Matthew Stephenson, Christoph Salge, Julian Togelius

* 7 pages, 4 figures, Accepted at the 15th AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment (AIIDE 19) 

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DeepMasterPrints: Generating MasterPrints for Dictionary Attacks via Latent Variable Evolution


Oct 18, 2018
Philip Bontrager, Aditi Roy, Julian Togelius, Nasir Memon, Arun Ross

* 8 pages; added new verification systems and diagrams. Accepted to conference Biometrics: Theory, Applications, and Systems 2018 

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Illuminating Generalization in Deep Reinforcement Learning through Procedural Level Generation


Sep 07, 2018
Niels Justesen, Ruben Rodriguez Torrado, Philip Bontrager, Ahmed Khalifa, Julian Togelius, Sebastian Risi


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Deep Reinforcement Learning for General Video Game AI


Jun 06, 2018
Ruben Rodriguez Torrado, Philip Bontrager, Julian Togelius, Jialin Liu, Diego Perez-Liebana

* 8 pages, 4 figures, Accepted at the conference on Computational Intelligence and Games 2018 IEEE 

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Deep Interactive Evolution


Jan 24, 2018
Philip Bontrager, Wending Lin, Julian Togelius, Sebastian Risi

* 16 pages, 5 figures, Published at EvoMUSART EvoStar 2018 

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Deep Learning for Video Game Playing


Oct 30, 2017
Niels Justesen, Philip Bontrager, Julian Togelius, Sebastian Risi

* 17 pages, submitted to journal 

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