Publications

2019

A Geometric Perspective on Optimal Representations in Reinforcement Learning. Marc G. Bellemare, Will Dabney, Robert Dadashi, Adrien Ali Taiga, Pablo Samuel Castro, Nicolas Le Roux, Dale Schuurmans, Tor Lattimore, Clare Lyle, 2019. [arXiv]

A Comparative Analysis of Expected and Distributional Reinforcement Learning. Clare Lyle, Pablo Samuel Castro, Marc G. Bellemare. Proceedings of the Thirty-First AAAI Conference, 2019. [arXiv]

2018

GAN Q-learning. Thang Doan, Bogdan Mazoure, Clare Lyle [ArXiv]

The Malicious Use of Artificial Intelligence: Forecasting, Prevention, and Mitigation Miles Brundage, Shahar Avin, Jack Clark, Helen Toner, Peter Eckersley, Ben Garfinkel, Allan Dafoe, Paul Scharre, Thomas Zeitzoff, Bobby Filar, Hyrum Anderson, Heather Roff, Gregory C Allen, Jacob Steinhardt, Carrick Flynn, Seán Ó hÉigeartaigh, Simon Beard, Haydn Belfield, Sebastian Farquhar, Clare Lyle, Rebecca Crootof, Owain Evans, Michael Page, Joanna Bryson, Roman Yampolskiy, Dario Amodei