2 papers
cs.NE2026
Neuromorphic Computing Based on Parametrically-Driven Oscillators and Frequency Combs
Mahadev Sunil Kumar, Adarsh Ganesan
Parametrically driven oscillators provide a natural platform for neuromorphic computation, where nonlinear mode coupling and intrinsic dynamics enable both memory and high-dimensio…
cs.DC2026
SlimEdge: Performance and Device Aware Distributed DNN Deployment on Resource-Constrained Edge Hardware
Mahadev Sunil Kumar, Arnab Raha, Debayan Das +3
Distributed deep neural networks (DNNs) have become central to modern computer vision, yet their deployment on resource-constrained edge devices remains hindered by substantial par…