arxiveess.SPcs.LG2026-07-06
DBNN: Neural Spike Classification Using a Deep Binarized Neural Network
Binyi Ren, Luca M. Meyer, Majid Zamani
Implantable brain-computer interfaces require on-node spike sorting to reduce telemetry bandwidth and power while maintaining reliable neural decoding. This paper presents a hardware-oriented deep binarized neural network (DBNN) spike-sorting system with two binarized hidden laye…