Quantum tunneling based ultra-compact and energy efficient spiking neuron enables hardware SNN
Low-power and low-area neurons are essential for hardware implementation of large-scale
SNNs. Various novel-physics-based leaky-integrate-and-fire (LIF) neuron architectures have …
SNNs. Various novel-physics-based leaky-integrate-and-fire (LIF) neuron architectures have …
SHIP: a computational framework for simulating and validating novel technologies in hardware spiking neural networks
Investigations in the field of spiking neural networks (SNNs) encompass diverse, yet
overlapping, scientific disciplines. Examples range from purely neuroscientific …
overlapping, scientific disciplines. Examples range from purely neuroscientific …
The spiking neural network based on fMRI for speech recognition
Y Song, L Guo, M Man, Y Wu - Pattern Recognition, 2024 - Elsevier
The structure of the human brain has evolved to achieve extraordinary computing power
through continuous refinement by natural selection. At present, the topology of brain-like …
through continuous refinement by natural selection. At present, the topology of brain-like …
Real-world performance estimation of liquid state machines for spoken digit classification
Liquid State Machine (LSM) is a brain-inspired neural network architecture for solving
temporal classification problems like speech recognition. The simple structure of LSM with a …
temporal classification problems like speech recognition. The simple structure of LSM with a …
Spike-train level supervised learning algorithm based on bidirectional modification for liquid state machines
H Lu, X Lin, X Wang, P Du - Applied Intelligence, 2023 - Springer
Liquid state machine (LSM) of spiking neurons is a biologically plausible computational
model imitating the structure and functions of the nervous system for information processing …
model imitating the structure and functions of the nervous system for information processing …
MAdapter: A Multimodal Adapter for Liquid State Machines configures the Input Layer for the same Reservoir to enable Vision and Speech Classification
A Biswas, NS Nambiar, K Kejriwal… - 2023 International Joint …, 2023 - ieeexplore.ieee.org
The human cortex is capable of multi-modal processing. Then, assuming that the biological
model of the brain cortex is captured by Liquid State Machines (LSMs), it should be …
model of the brain cortex is captured by Liquid State Machines (LSMs), it should be …