Towards Chip-in-the-loop Spiking Neural Network Training via Metropolis-Hastings Sampling
This paper studies the use of Metropolis-Hastings sampling for training Spiking Neural
Network (SNN) hardware subject to strong unknown non-idealities, and compares the …
Network (SNN) hardware subject to strong unknown non-idealities, and compares the …
Investigating Cutaneous Mechanoreceptors for Neuromorphic Tactile Texture Classification
This paper investigates the computational cost of modeling the response of the Type-I and
Type-II cutaneous human mechanoreceptors for neuromorphic texture classification. We …
Type-II cutaneous human mechanoreceptors for neuromorphic texture classification. We …
Assessment of Recurrent Spiking Neural Networks on Neuromorphic Accelerators for Naturalistic Texture Classification
This paper presents the implementation of a Recur-rent Spiking Neural Network (RSNN)
using surrogate gradient descent for naturalistic textures classification. The implementation …
using surrogate gradient descent for naturalistic textures classification. The implementation …
Investigating Cutaneous Mechanoreceptors for Neuromorphic
This paper investigates the computational cost of modeling the response of the Type-I and
Type-II cutaneous human mechanoreceptors for neuromorphic texture classification. We …
Type-II cutaneous human mechanoreceptors for neuromorphic texture classification. We …