2 papers
cs.NE2026
Rare Events, Real Signals: Functional Ensembles as Units of Computation in Deep Spiking Networks
Aditi Aravind, Konstantinos Ladakis, Mario Alexios Savaglio +2
We investigate how internal representations emerge across hierarchical processing systems by introducing a neuroscience-inspired framework for analyzing deep spiking neural network…
cs.LG2025
Neuro-inspired Ensemble-to-Ensemble Communication Primitives for Sparse and Efficient ANNs
Orestis Konstantaropoulos, Stelios Manolis Smirnakis, Maria Papadopouli
The structure of biological neural circuits-modular, hierarchical, and sparsely interconnected-reflects an efficient trade-off between wiring cost, functional specialization, and r…