Presenter:

Jessica Hamrick, Google DeepMind [PUBS] [SLIDES] [VIDEO]

Readings:

Primary: Hamrick [2] PDF, Secondary: Hamrick et al [4] PDF, Hamrick et al [3] PDF, Battaglia et al [1] PDF

References:

[1]	Peter W. Battaglia, Jessica B. Hamrick, Victor Bapst, Alvaro Sanchez-Gonzalez, Vinicius Zambaldi, Mateusz Malinowski, Andrea Tacchetti, David Raposo, Adam Santoro, Ryan Faulkner, Caglar Gulcehre, Francis Song, Andrew Ballard, Justin Gilmer, George Dahl, Ashish Vaswani, Kelsey Allen, Charles Nash, Victoria Langston, Chris Dyer, Nicolas Heess, Daan Wierstra, Pushmeet Kohli, Matt Botvinick, Oriol Vinyals, Yujia Li, and Razvan Pascanu. Relational inductive biases, deep learning, and graph networks. CoRR, arXiv:1806.01261, 2018.
[2]	Jessica B Hamrick. Analogues of mental simulation and imagination in deep learning. Current Opinion in Behavioral Sciences, 29:8-16, 2019.
[3]	Jessica B. Hamrick, Kelsey R. Allen, Victor Bapst, Tina Zhu, Kevin R. McKee, Joshua B. Tenenbaum, and Peter W. Battaglia. Relational inductive bias for physical construction in humans and machines. In Proceedings of the 40th Annual Conference of the Cognitive Science Society, 2018.
[4]	Jessica B. Hamrick, Andrew J. Ballard, Razvan Pascanu, Oriol Vinyals, Nicolas Heess, and Peter W. Battaglia. Metacontrol for adaptive imagination-based optimization. CoRR, arXiv:1705.02670, 2017.