Scalable Neuroscience Presentations

Presenter:

Oriol Vinyals, Google DeepMind [PUBS], [SLIDES], [VIDEOS/PART 0], [VIDEOS/PART 1], [VIDEOS/PART 2], [VIDEOS/PART 3], [VIDEOS/PART 4] and [VIDEOS/PART 5]

Readings:

Primary: Pascanu et al [3], Weber et al [8], Guez et al [2] Secondary: [5, 4, 6, 7, 1]

References:

[1]	Samy Bengio, Oriol Vinyals, Navdeep Jaitly, and Noam Shazeer. Scheduled sampling for sequence prediction with recurrent neural networks. CoRR, arXiv:1506.03099, 2015.
[2]	Arthur Guez, Théophane Weber, Ioannis Antonoglou, Karen Simonyan, Oriol Vinyals, Daan Wierstra, Rémi Munos, and David Silver. Learning to search with MCTSnets. CoRR, arXiv:1802.04697, 2018.
[3]	Razvan Pascanu, Yujia Li, Oriol Vinyals, Nicolas Heess, Lars Buesing, Sébastien Racanière, David P. Reichert, Theophane Weber, Daan Wierstra, and Peter Battaglia. Learning model-based planning from scratch. CoRR, arXiv:1707.06170, 2017.
[4]	Alexander Pritzel, Benigno Uria, Sriram Srinivasan, Adrià Puigdomènech Badia, Oriol Vinyals, Demis Hassabis, Daan Wierstra, and Charles Blundell. Neural episodic control. In Doina Precup and Yee Whye Teh, editors, Proceedings of the 34th International Conference on Machine Learning, volume 70 of Proceedings of Machine Learning Research, pages 2827-2836, International Convention Centre, Sydney, Australia, 2017. PMLR.
[5]	Pablo Sprechmann, Siddhant M. Jayakumar, Jack W. Rae, Alexander Pritzel, Adria Puigdomenech Badia, Benigno Uria, Oriol Vinyals, Demis Hassabis, Razvan Pascanu, and Charles Blundell. Memory-based parameter adaptation. International Conference on Learning Representations (Accepted), 2018.
[6]	Oriol Vinyals, Charles Blundell, Timothy P. Lillicrap, Koray Kavukcuoglu, and Daan Wierstra. Matching networks for one shot learning. In Advances in Neural Information Processing Systems, pages 3630-3638. Curran Associates, Inc., 2017.
[7]	Oriol Vinyals, Meire Fortunato, and Navdeep Jaitly. Pointer networks. In C. Cortes, N. D. Lawrence, D. D. Lee, M. Sugiyama, and R. Garnett, editors, Advances in Neural Information Processing Systems 28, pages 2692-2700. Curran Associates, Inc., 2015.
[8]	Theophane Weber, Sébastien Racanière, David P. Reichert, Lars Buesing, Arthur Guez, Danilo Jimenez Rezende, Adrià Puigdomènech Badia, Oriol Vinyals, Nicolas Heess, Yujia Li, Razvan Pascanu, Peter Battaglia, David Silver, and Daan Wierstra. Imagination-augmented agents for deep reinforcement learning. CoRR, arXiv:/1707.06203, 2017.