Meng Liu

The paper investigates how reward and punishment learning differ in uncertain environments using EEG and Bayesian modeling, finding faster belief updates under punishment but no behavioral benefit.

The paper investigates hierarchical learning by combining a hierarchical Bayesian model with EEG data during a probabilistic reversal learning task, showing distinct neural encoding of low- and high-level prediction errors.