Effect of Spatial Pooler Initialization on Column Activity in Hierarchical Temporal Memory. - Mackenzie Leake; Liyu Xia; Kamil Rocki; Wayne Imaino (AAAI, 2015)

Learning under uncertainty changes during adolescence. - Liyu Xia; Sarah L. Master; Maria K. Eckstein; Linda Wilbrecht; Anne Collins (CogSci, 2020)

Modeling changes in probabilistic reinforcement learning during adolescence. - Liyu Xia; Sarah L. Master; Maria K. Eckstein; Beth Baribault; Ronald E. Dahl; Linda Wilbrecht; Anne Gabrielle Eva Collins (PLoS Comput. Biol., 2021)

Credit assignment in hierarchical option transfer. - Jing-Jing Li; Liyu Xia; Flora Dong; Anne G. E. Collins (CogSci, 2022)

Adolescent and adult mice use both incremental reinforcement learning and short term memory when learning concurrent stimulus-action associations. - Juliana Chase; Liyu Xia; Lung-Hao Tai; Wan Chen Lin; Anne G. E. Collins; Linda Wilbrecht (PLoS Comput. Biol., 2024)

Artificial neural networks for model identification and parameter estimation in computational cognitive models. - Milena Rmus; Ti-Fen Pan; Liyu Xia; Anne G. E. Collins (PLoS Comput. Biol., 2024)