An Approximation of the Error Backpropagation Algorithm in a Predictive Coding Network with Local Hebbian Synaptic Plasticity. - James C. R. Whittington; Rafal Bogacz (Neural Comput., 2017)

Generalisation of structural knowledge in the hippocampal-entorhinal system. - James C. R. Whittington; Timothy H. Muller; Shirely Mark; Caswell Barry; Tim E. J. Behrens (NeurIPS, 2018)

Generalisation of structural knowledge in the Hippocampal-Entorhinal system. - James C. R. Whittington; Timothy H. Muller; Caswell Barry; Timothy Edward John Behrens (CoRR, 2018)

A Bayesian account of learning and generalising representations in the brain. - James C. R. Whittington (2019)

Constellation: Learning relational abstractions over objects for compositional imagination. - James C. R. Whittington; Rishabh Kabra; Loic Matthey; Christopher P. Burgess; Alexander Lerchner (CoRR, 2021)

Relating transformers to models and neural representations of the hippocampal formation. - James C. R. Whittington; Joseph Warren; Tim E. J. Behrens (ICLR, 2022)

How to build a cognitive map: insights from models of the hippocampal formation. - James C. R. Whittington; David McCaffary; Jacob J. W. Bakermans; Timothy Edward John Behrens (CoRR, 2022)

Disentangling with Biological Constraints: A Theory of Functional Cell Types. - James C. R. Whittington; Will Dorrell; Surya Ganguli; Timothy Edward John Behrens (CoRR, 2022)

Actionable Neural Representations: Grid Cells from Minimal Constraints. - Will Dorrell; Peter E. Latham; Tim E. J. Behrens; James C. R. Whittington (ICLR, 2023)

Disentanglement with Biological Constraints: A Theory of Functional Cell Types. - James C. R. Whittington; Will Dorrell; Surya Ganguli; Timothy Behrens (ICLR, 2023)

Disentanglement via Latent Quantization. - Kyle Hsu; William Dorrell; James C. R. Whittington; Jiajun Wu 001; Chelsea Finn (NeurIPS, 2023)

Don't Cut Corners: Exact Conditions for Modularity in Biologically Inspired Representations. - Will Dorrell; Kyle Hsu; Luke Hollingsworth; Jin Hwa Lee; Jiajun Wu 001; Chelsea Finn; Peter E. Latham; Timothy Edward John Behrens; James C. R. Whittington (CoRR, 2024)

Range, not Independence, Drives Modularity in Biologically Inspired Representations. - Will Dorrell; Kyle Hsu; Luke Hollingsworth; Jin Hwa Lee; Jiajun Wu 001; Chelsea Finn; Peter E. Latham; Timothy Edward John Behrens; James C. R. Whittington (ICLR, 2025)