Compositional generalization in a deep seq2seq model by separating syntax and semantics. - Jake Russin; Jason Jo; Randall C. O'Reilly; Yoshua Bengio (CoRR, 2019)

Compositional Generalization by Factorizing Alignment and Translation. - Jacob L. Russin; Jason Jo; Randall C. O'Reilly; Yoshua Bengio (ACL (student), 2020)

Systematicity in a Recurrent Neural Network by Factorizing Syntax and Semantics. - Jacob L. Russin; Jason Jo; Randall C. O'Reilly; Yoshua Bengio (CogSci, 2020)

Compositional processing emerges in neural networks solving math problems. - Jacob L. Russin; Roland Fernandez; Hamid Palangi; Eric Rosen; Nebojsa Jojic; Paul Smolensky; Jianfeng Gao 001 (CogSci, 2021)

Complementary Structure-Learning Neural Networks for Relational Reasoning. - Jacob L. Russin; Maryam Zolfaghar; Seongmin A. Park; Erie Boorman; Randall C. O'Reilly (CogSci, 2021)

Deep Predictive Learning in Neocortex and Pulvinar. - Randall C. O'Reilly; Jacob L. Russin; Maryam Zolfaghar; John Rohrlich (J. Cogn. Neurosci., 2021)

A Neural Network Model of Continual Learning with Cognitive Control. - Jacob L. Russin; Maryam Zolfaghar; Seongmin A. Park; Erie Boorman; Randall C. O'Reilly (CogSci, 2022)

The Geometry of Map-Like Representations under Dynamic Cognitive Control. - Maryam Zolfaghar; Jacob L. Russin; Seongmin A. Park; Erie Boorman; Randall C. O'Reilly (CogSci, 2022)

Systematicity Emerges in Transformers when Abstract Grammatical Roles Guide Attention. - Ayush K. Chakravarthy; Jacob Labe Russin; Randall C. O'Reilly (NAACL-HLT (Student Research Workshop), 2022)

The Relational Bottleneck as an Inductive Bias for Efficient Abstraction. - Taylor W. Webb; Steven M. Frankland; Awni Altabaa; Kamesh Krishnamurthy; Declan Campbell; Jacob L. Russin; Randall C. O'Reilly; John Lafferty; Jonathan D. Cohen 003 (CoRR, 2023)

Human Curriculum Effects Emerge with In-Context Learning in Neural Networks. - Jacob Russin; Ellie Pavlick; Michael J. Frank (CoRR, 2024)

Multiple Realizability and the Rise of Deep Learning. - Sam Whitman McGrath; Jacob Russin (CoRR, 2024)

From Frege to chatGPT: Compositionality in language, cognition, and deep neural networks. - Jacob Russin; Sam Whitman McGrath; Danielle J. Williams; Lotem Elber-Dorozko (CoRR, 2024)