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We present a vision-only model for gaming AI which uses a late integration deep convolutional network architecture trained in a purely supervised imitation learning context.
Algorithms for inverse reinforcement learning
A. Ng and S. Russel · 2000
Earlier work this paper cites.
Theano: A cpu and gpu math expression compiler
J. Bergstra, O. Breuleux, F. Bastien, P. Lamblin, R. Pascanu, G. Desjardins, J. Turian, D. Warde-Farley, and Y. Bengio · 2010
Earlier work this paper cites.
Efficient reductions for imitation learning
S. Ross and J. A. Bagnell · 2010
Earlier work this paper cites.
A reduction of imitation learning and structured prediction to no-regret online learning
S. Ross, G. Gordon, and J. A. Bagnell · 2011
Earlier work this paper cites.
Theano: new features and speed improvements
F. Bastien, P. Lamblin, R. Pascanu, J. Bergstra, I. Goodfellow, A. Bergeron, N. Bouchard, D. Warde-Farley, and Y. Bengio · 2012
Earlier work this paper cites.
Imagenet classification with deep convolutional neural networks
A. Krizhevsky, I. Sutskever, and G. Hinton · 2012
Cited alongside, same era.
3d convolutional neural networks for human action recognition
S. Ji, W. Xu, M. Yang, and K. Yu · 2013
Cited alongside, same era.
Large-scale video classification with convolutional neural networks
A. Karpathy, G. Toderici, S. Shetty, T. Leung, R. Sukthankar, and F. Li · 2014
Cited alongside, same era.
Human-level control through deep reinforcement learning
V. Mnih, K. Kavukcuoglu, D. Silver, A. Rusu, J. Veness, M. Bellemare, A. Graves, M. Riedmiller, A. Fidjeland, G. Ostrovski, S. Petersen, C. Beattie, A. Sadik, I. Antonoglou, H. King, D. Kumaran, D. Wierstra, S. Legg, and D. Hassabis · 2014
Cited alongside, same era.
Deep inside convolutional networks: Visualizing image classification models and saliency maps
K. Simonyan, A. Vedaldi, and A. Zisserman · 2014
Cited alongside, same era.
http://www.fraps.com/download.php
Fraps: Real-time video capture and benchmarking
Cited in the paper.
http://pj64-emu.com/
Project 64: Nintendo 64 emulator
Cited in the paper.
https://github.com/Lasagne/Lasagne
Python lasagne wrapper for theano deep learning package
Cited in the paper.
Beyond short snippets: Deep networks for video classification
J. Ng, M. Hausknecht, S. Vijayanarasimhan, O. Vinyals, R. Monga, and G. Toderici · 2015
Later among the works it cites.
Generative adversarial imitation learning
J. Ho and S. Ermon · 2016
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Mastering the game of go with deep neural networks and tree search
D. Silver, A. Huang, C. Maddison, A. Guez, L. Sifre, G. van de Driessche, J. Schrittwieser, I. Antonoglou, V. Panneershelvam, M. Lanctot, S. Dieleman, D. Grewe, J. Nham, N. Kalchbrenner, I. Sutskever, T. Lillicrap, M. Leach, K. Kavukcuoglu, T. Graepel, and D. Hassabis · 2016
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Query-efficient imitation learning for end-to-end autonomous driving
J. Zhang and K. Cho · 2016
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