Fig. 5.

Illustration of the reinforcement learning diffusion decision model (RLDDM). In each trial, the learned conflict, context value, and value difference modulate, respectively, the decision threshold, the non-decision time, and the drift rate of the drift diffusion model. After experiencing the actions’ outcomes, the value expectations are updated following the RELATIVE model learning rules