Preprints
- Characterizing neuronal population geometry with AI equation discovery. Reilly Tillbury, Dabin Kwon, Ali Haydaroglu, Jacob Ratfill, Valentin Schmutz, Matteo Carandini, Kevin Miller, Kim Stachenfeld, Kenneth Harris. bioRxiv, 2025
- Hybrid neural-cognitive models reveal how memory shapes human reward learning. Maria Eckstein, Christopher Summerfield, Nathaniel Daw, and Kevin Miller. PsyArXiv, 2024
- Dorsal prefrontal cortex drives perseverative behavior in mice. Anna Lebedeva, Yeqing Wang, Laura Funnel, Bex Terry, Yu Jin Oh, Kevin Miller*, and Kenneth Harris*. bioRxiv, 2024
Peer-Reviewed Research Articles
- Discovering symbolic cognitive models from human and animal behavior. Pablo Samuel Castro, Nenad Tomasev, Ankit Anand, Navodita Sharma, Rishika Mohanta, Aparna Dev, Kuba Perlin, Siddhant Jain, Kyle Levin, Noémi Éltető, Will Dabney, Alex Novikov, Glenn Turner, Maria Eckstein, Nathaniel Daw, Kevin Miller*, and Kim Stachenfeld*. International Conference on Machine Learning, 2025
- Understanding dual process cognition via the minimum description length principle. Ted Moskovitz, Kevin Miller, Maneesh Sahani, and Matthew Botvinick. PLOS Computational Biology, 2024
- Dynamic reinforcement learning reveals time-dependent shifts in strategy during reward learning. Sarah Jo Venditto, Kevin Miller, Carlos Brody, and Nathaniel Daw. eLife, 2024
- Cognitive model discovery via disentangled RNNs. Kevin Miller, Maria Eckstein, Matthew Botvinick, and Zeb Kurth-Nelson. Advances in Neural Information Processing Systems (NeurIPS), 2023
- Predictive and interpretable: Combining artificial neural networks and classic cognitive models to understand human learning and decision making. Maria Eckstein, Christopher Summerfield, Nathaniel Daw, and Kevin Miller. Proceedings of the Annual Meeting of the Cognitive Science Society (CogSci), 2023.
- Value representations in orbitofrontal cortex drive learning, but not choice. Kevin Miller, Matthew Botvinick, and Carlos Brody. eLife, 2022
- 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
Reviews and Perspectives
- Computational and systems neuroscience: The next 20 years. Christopher Summerfield and Kevin Miller. PLOS Biology, 2023
- Replay and compositional cognition. Zeb Kurth-Nelson, Timothy Behrens, Greg Wayne, Kevin Miller, Lennart Luettgau, Yunzhe Liu, and Philipp Schwartenbeck. Neuron, 2023
- 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. Matthew Botvinick, Jane Wang, Will Dabney, Kevin Miller, and Zeb Kurth-Nelson. Neuron, 2020
- 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
Other Publications
- Conditional Randomization Tests for Behavioral and Neural Time Series. Kenneth Harris and Kevin Miller. arXiv, 2023.
- Meta-learning of sequential strategies. Pedro Ortega et al. arXiv. 2019
- From predictive models to cognitive models: Separable behavioral processes underlying reward learning in the rat. Kevin Miller, Matthew Botvinick, and Carlos Brody. bioRxiv, 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