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Peyton Andras

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#artificial intelligence Preprint Sep 2026

Event-Native Symbolic-Temporal Spike Encoding Framework for Heterogeneous Cyber Streams

An event-native symbolic-temporal spike encoding framework that maps heterogeneous cyber events directly into sparse, spike-compatible inputs is introduced, assigning encoding roles to semantic identity, local frequency context, and inter-event timing, which preserves categorical semantics and temporal dynamics.

Dalton Diez, Peyton Andras, Maxwell T. Shroyer et al. · 0 citations

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