“…Maladaptive adaptation to volatility is a core feature of several psychiatric disorders, including anxiety (Aylward et al, 2019; Huang et al, 2017), depression (Pulcu & Browning, 2019), obsessive-compulsive disorder (Apergis-Schoute & Ip, 2020; Moreira et al, 2020), substance use disorder (Zuhlsdorff, 2022) and gambling disorder (Addicott et al, 2015; Jara-Rizzo et al, 2020; Wiehler et al, 2021). A common observation in affective disorders such as anxiety and depression is that learning rates are not adapted to the true volatility of the environment (Brown et al, 2023; Pulcu & Browning, 2019). Cognitive control required for adaptation could be generalized from previous experiences of volatility (Hohl et al 2023), resonating with our neural network modeling results.…”