2024
The Ethics of Advanced AI Assistants.
CoRR, 2024

2023
Cognitive Model Discovery via Disentangled RNNs.
Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

2021
Alchemy: A structured task distribution for meta-reinforcement learning.
CoRR, 2021

Alchemy: A benchmark and analysis toolkit for meta-reinforcement learning agents.
Proceedings of the Neural Information Processing Systems Track on Datasets and Benchmarks 1, 2021

2020
A distributional code for value in dopamine-based reinforcement learning.
Nat., 2020

Deep Reinforcement Learning and its Neuroscientific Implications.
CoRR, 2020

2019
Meta-learning of Sequential Strategies.
CoRR, 2019

Causal Reasoning from Meta-reinforcement Learning.
CoRR, 2019

2018
Been There, Done That: Meta-Learning with Episodic Recall.
Proceedings of the 35th International Conference on Machine Learning, 2018

Episodic Control through Meta-Reinforcement Learning.
Proceedings of the 40th Annual Meeting of the Cognitive Science Society, 2018

2017
Local striatal reward signals can be predicted from corticostriatal connectivity.
NeuroImage, 2017

Learning to reinforcement learn.
Proceedings of the 39th Annual Meeting of the Cognitive Science Society, 2017

2015
Model-Based Reasoning in Humans Becomes Automatic with Training.
PLoS Comput. Biol., 2015

Arbitration between controlled and impulsive choices.
NeuroImage, 2015