Dalton Diez

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.