Decomposing response inhibition: a POMDP model
By applying a novel Partially Observable Markov Decision Process (POMDP) model combined with transformer-based simulation inference to over 5,000 children, this study reveals that ADHD traits arise from diverse computational mechanisms—such as noisy perception and reduced error penalties—rather than forming a distinct disorder cluster, thereby supporting a dimensional perspective on neurodiversity.