Preprints
- Predictive and inerpretable: Combining artificial neural networks and classic cognitive models to understand human learning and decision making. Maria Eckstein, Christopher Summerfield, Nathaniel Daw, and Kevin Miller. bioRxiv, 2023.
- From predictive models to cognitive models: Separable behavioral processes underlying reward learning in the rat. Kevin Miller, Matthew Botvinick, and Carlos Brody. bioRxiv, 2021
Peer-Reviewed Articles
- Replay and compositional cognition. Zeb Kurth-Nelson, Timothy Behrens, Greg Wayne, Kevin Miller, Lennart Luettgau, Yunzhe Liu, and Philipp Schwartenbeck. Neuron, 2023
- Value representations in orbitofrontal cortex drive learning, but not choice. Kevin Miller, Matthew Botvinick, and Carlos Brody. eLife, 2022
- Multi-step planning in the brain. Kevin Miller and Sarah Jo Venditto. Current Opinion in Behavioral Sciences, 2021
- Deep reinforcement learning and its neuroscientific implications. Matt Botvinick, Jane Wang, Will Dabney, Kevin Miller, and Zeb Kurth-Nelson. Neuron, 2020
- Habits without values. Kevin Miller*, Amitai Shenhav*, and Elliot Ludvig. Psychological Review, 2019
- Dorsal hippocampus contributes to model-based planning. Kevin Miller, Matthew Botvinick, and Carlos Brody. Nature Neuroscience, 2017
- Irrational time-allocation in decision-making. Baastian Oud, Ian Krajbich, Kevin Miller, Jin Cheong, Matthew Botvinick, and Ernst Fehr. Proceedings of the Royal Society B, 2016
- Unconscious neural processing differs with method used to render stimuli invisible. Sergey Fogelson, Peter Kohler, Kevin Miller, Richard Granger, and Peter Tse. Frontiers in Psychology, 2014
Other Publications
- Meta-learning of Sequential Strategies. Pedro Ortega et al. arXiv. 2019
- Re-aligning models of habitual and goal-directed decision-making. Kevin Miller, Elliot Ludvig, Giovanni Pezzulo, and Amitai Shenhav. In Morris, Bornstein, and Shenhav (eds.) Goal-Directed Decision Making: Computations and Neural Circuits. 2018
- Neural mechanisms of model-based planning in the rat. Kevin Miller. PhD Thesis, 2017
- Identifying model-based and model-free patterns in behavior on multi-step tasks. Kevin Miller, Carlos Brody, and Matthew Botvinick. bioRxiv, 2016
- Walking bundles of habits (and response-outcome associations): Commentary on Liljeholm, et al. Aaron Bornstein, Amitai Shenhav, and Kevin Miller. European Journal of Neuroscience, 2015
Kevin J Miller 