Anthony Hitchcock Thomas — accepted AI-conference papers

2025

Bridging the Gap Between Hyperdimensional Computing and Kernel Methods via the Nyström Method

Quanling Zhao, Anthony Hitchcock Thomas, Ari Brin, Xiaofan Yu, Tajana Rosing

AAAI 2025technical

Hyperdimensional computing (HDC) is an approach from the cognitive science literature for solving information processing tasks using data represented as high-dimensional random vectors. The technique has a rigorous mathematical backing, and is easy to implement in energy-efficient and highly paralle…

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2024

Binding in hippocampal-entorhinal circuits enables compositionality in cognitive maps

Christopher Kymn, Sonia Mazelet, Anthony Hitchcock Thomas, Denis Kleyko, Edward Paxon Frady, Friedrich Sommer +1

NeurIPS 2024poster

We propose a normative model for spatial representation in the hippocampal formation that combines optimality principles, such as maximizing coding range and spatial information per neuron, with an algebraic framework for computing in distributed representation. Spatial position is encoded in a resi…

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