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cs.LG2026
Torus Graphs for Large Scale Neural Phase Analysis
Jack Goffinet, Casey Hanks, David E. Carlson
Oscillatory neural signals such as electroencephalography (EEG) and local field potentials (LFPs) show phase relationships that coordinate communication across brain regions. Moder…
cs.LG2026
HiPPO Zoo: Explicit Memory Mechanisms for Interpretable State Space Models
Jack Goffinet, Casey Hanks, David E. Carlson
Representing the past in a compressed, efficient, and informative manner is a central problem for systems trained on sequential data. The HiPPO framework, originally proposed by Gu…
cs.LG2025
Generating Hypotheses of Dynamic Causal Graphs in Neuroscience: Leveraging Generative Factor Models of Observed Time Series
Zachary C. Brown, David Carlson
The field of hypothesis generation promises to reduce costs in neuroscience by narrowing the range of interventional studies needed to study various phenomena. Existing machine lea…