Modularity benefits reinforcement learning agents with competing homeostatic drives. - Zack Dulberg; Rachit Dubey; Isabel M. Berwian; Jonathan D. Cohen 003 (CoRR, 2022)

Human inductive biases for aversive continual learning - a hierarchical Bayesian nonparametric model. - Sashank Pisupati; Isabel M. Berwian; Jamie C. Chiu; Yongjing Ren; Yael Niv (CoLLAs, 2023)

Emotions Shape Effort-Reward Choices: Positive Valence Decreases Effort, Except Under High Arousal. - Jamie C. Chiu; Nicholas Budny; Aetizaz Sameer; Persis A. Baah; Dan-Mircea Mirea; Isabel M. Berwian; Yael Niv (ETRA, 2025)