Clare Lyle

Publications

2021

PsiPhi-Learning: Reinforcement Learning with Demonstrations using Successor Features and Inverse Temporal Difference Learning Angelos Filos, Clare Lyle, Yarin Gal, Sergey Levine, Natasha Jaques, Gregory Farquhar. ICLR Workshop on Never-Ending RL. [arxiv]

On The Effect of Auxiliary Tasks on Representation Dynamics Clare Lyle*, Mark Rowland*, Georg Ostrovski, Will Dabney, AISTATS 2021. [arxiv]

2020

A Bayesian Perspective on Training Speed and Model Selection Clare Lyle, Lisa Schut, Binxin Ru, Yarin Gal, Mark van der Wilk, NeurIPS 2020. [arxiv]

Invariant Causal Prediction for Block MDPs Amy Zhang*, Clare Lyle*, Shagun Sodhani, Angelos Filos, Marta Kwiatkowska, Joelle Pineau, Yarin Gal, Doina Precup, ICML 2020.[arxiv]

Unpacking Information Bottlenecks: Unifying Information-Theoretic Objectives in Deep Learning. Andreas Kirsch, Clare Lyle, Yarin Gal. ICML Uncertainty in Deep Learning Workshop 2020. [arxiv]

2019

On the Benefits of Invariance in Neural Networks. Clare Lyle, Mark van der Wilk, Marta Kwiatkowska, Yarin Gal, Benjamin Bloem-Reddy, NeurIPS Workshop on Machine Learning with Guarantees, 2019. [arxiv]

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. NeurIPS 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