Task-aligned supervised geometric stability predicts linear steerability with high accuracy while unsupervised stability detects representational drift earlier and with lower false alarms than CKA or Procrustes.
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2 Pith papers cite this work. Polarity classification is still indexing.
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2026 2verdicts
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In spiking ResNets, 1FC ensembles defined by pairwise correlations show ReLU-like cofiring-to-response mapping whose gain scales with ensemble size, with reliable class encoding restricted to infrequent high-cofiring events.
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Rare Events, Real Signals: Functional Ensembles as Units of Computation in Deep Spiking Networks
In spiking ResNets, 1FC ensembles defined by pairwise correlations show ReLU-like cofiring-to-response mapping whose gain scales with ensemble size, with reliable class encoding restricted to infrequent high-cofiring events.