Blackwell KT, Doya K. (2023). Enhancing reinforcement learning models by including direct and indirect pathways improves performance on striatal dependent tasks. PLoS computational biology. 19 [PubMed]

• TD2Q reinforcement learning (Blackwell and Doya, 2023) [Model]

Costa KM et al. (2026). KChIP4a is a Biophysical Amplifier of Inhibition in Atypical Dopamine Neurons and Controls Learning from Negative Prediction Errors. The Journal of neuroscience : the official journal of the Society for Neuroscience. 46 [PubMed]

• VTA-cNAcc DA Neuron - Kv4.3-KChIP4A knockdown (Costa et al., 2026) [Model]

Gurney KN, Humphries MD, Redgrave P. (2015). A new framework for cortico-striatal plasticity: behavioural theory meets in vitro data at the reinforcement-action interface. PLoS biology. 13 [PubMed]

• Cortico-striatal plasticity in medium spiny neurons (Gurney et al 2015) [Model]

Keramati M, Dezfouli A, Piray P. (2011). Speed/accuracy trade-off between the habitual and the goal-directed processes. PLoS computational biology. 7 [PubMed]

• Speed/accuracy trade-off between the habitual and the goal-directed processes (Kermati et al. 2011) [Model]