Hardware-friendly Neural Network Architecture for Neuromorphic Computing

no code implementations • 3 Apr 2019 • Roshan Gopalakrishnan, Yansong Chua, Ashish Jith Sreejith Kumar

The hardware-software co-optimization of neural network architectures is becoming a major stream of research especially due to the emergence of commercial neuromorphic chips such as the IBM Truenorth and Intel Loihi.

MaD: Mapping and debugging framework for implementing deep neural network onto a neuromorphic chip with crossbar array of synapses

no code implementations • 1 Jan 2019 • Roshan Gopalakrishnan, Ashish Jith Sreejith Kumar, Yansong Chua

Neuromorphic systems or dedicated hardware for neuromorphic computing is getting popular with the advancement in research on different device materials for synapses, especially in crossbar architecture and also algorithms specific or compatible to neuromorphic hardware.