2 papers
cs.NE2026
Scaled Hippocampus-inspired Neural Networks on Neuromorphic Memristive Hardware
Joseph A. Kilgore, Jeffrey D. Kopsick, Zahin Ahmed +2
The hippocampus, a key brain region for learning and memory, exhibits rich structural diversity, sparse communication, and robust dynamics with incredible energy efficiency. It off…
cs.NE2024
Biologically-Informed Excitatory and Inhibitory Balance for Robust Spiking Neural Network Training
Joseph A. Kilgore, Jeffrey D. Kopsick, Giorgio A. Ascoli +1
Spiking neural networks drawing inspiration from biological constraints of the brain promise an energy-efficient paradigm for artificial intelligence. However, challenges exist in…