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Rare Events, Real Signals: Functional Ensembles as Units of Computation in Deep Spiking Networks

Deep spiking ResNets preserve cortical-like functional connectivity where rare, coordinated 1FC ensemble cofiring reliably predicts downstream responses via ReLU-like scaling, encodes class identity, and breaks under adversarial perturbation and weight permutation.

Aditi Aravind, Konstantinos Ladakis, Mario Alexios Savaglio, Stelios Smirnakis and 1 more

Paris Poster Session 1, Wed, Dec 9, 12:30 PM–2:30 PM, Paris Poster Hall · Published 2026

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AI panel: 7 of 20 reviewers recommend it
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