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Neural coding in spiking neural networks: A comparative study for robust neuromorphic systems
Various hypotheses of information representation in brain, referred to as neural codes, have
been proposed to explain the information transmission between neurons. Neural coding …
been proposed to explain the information transmission between neurons. Neural coding …
Sparse spiking gradient descent
There is an increasing interest in emulating Spiking Neural Networks (SNNs) on
neuromorphic computing devices due to their low energy consumption. Recent advances …
neuromorphic computing devices due to their low energy consumption. Recent advances …
Training spiking neural networks with local tandem learning
Spiking neural networks (SNNs) are shown to be more biologically plausible and energy
efficient over their predecessors. However, there is a lack of an efficient and generalized …
efficient over their predecessors. However, there is a lack of an efficient and generalized …
Self‐Powered Artificial Mechanoreceptor Based on Triboelectrification for a Neuromorphic Tactile System
A self‐powered artificial mechanoreceptor module is demonstrated with a triboelectric
nanogenerator (TENG) as a pressure sensor with sustainable energy harvesting and a …
nanogenerator (TENG) as a pressure sensor with sustainable energy harvesting and a …
Reconfigurable neuromorphic computing block through integration of flash synapse arrays and super-steep neurons
Neuromorphic computing (NC) architecture inspired by biological nervous systems has
been actively studied to overcome the limitations of conventional von Neumann …
been actively studied to overcome the limitations of conventional von Neumann …
Analog Synaptic Devices Based on IGZO Thin‐Film Transistors with a Metal–Ferroelectric–Metal–Insulator–Semiconductor Structure for High‐Performance …
A ferroelectric thin‐film transistor (FeTFT)‐based synaptic device with an indium–gallium–
zinc oxide (IGZO) channel and a metal–ferroelectric–metal–insulator–semiconductor …
zinc oxide (IGZO) channel and a metal–ferroelectric–metal–insulator–semiconductor …
Intrinsically stretchable sensory-neuromorphic system for sign language translation
Soft wearable strain sensors with mechanically invisible interactions with skin tissue have
enabled precise diagnosis and effective treatment of neurological movement disorders in a …
enabled precise diagnosis and effective treatment of neurological movement disorders in a …
Fully CMOS-compatible passive TiO2-based memristor crossbars for in-memory computing
Brain-inspired computing and neuromorphic hardware are promising approaches that offer
great potential to overcome limitations faced by current computing paradigms based on …
great potential to overcome limitations faced by current computing paradigms based on …
[PDF][PDF] Review of analog neuron devices for hardware-based spiking neural networks
To process data operations more efficiently in deep neural networks (DNNs), studies on
spiking neural networks (SNNs) have been conducted. In the reported literature, CMOS …
spiking neural networks (SNNs) have been conducted. In the reported literature, CMOS …
Tolerating noise effects in processing‐in‐memory systems for neural networks: a hardware–software codesign perspective
Neural networks have been widely used for advanced tasks from image recognition to
natural language processing. Many recent works focus on improving the efficiency of …
natural language processing. Many recent works focus on improving the efficiency of …