Temporal Coding as a Substrate for Sensorimotor Object Inference: A Spiking Reinterpretation of Thousand Brains Architecture

Spiking sequence machines and transformers paper. Formal equivalence between spiking sequence machines and transformers · Phase-Latency Isomorphism · arXiv:2605.00662 · University of Manchester PhD thesis 2007

A faithful PyTorch reimplementation of the on-line sequence machine from my PhD work (University of Manchester, 2005), benchmarked against modern sequence models (LSTM, Transformer) and a dense-memory baseline, twenty years later.