2 papers
cs.NE2025
CMOS Implementation of Field Programmable Spiking Neural Network for Hardware Reservoir Computing
Ckristian Duran, Nanako Kimura, Zolboo Byambadorj +1
The increasing complexity and energy demands of large-scale neural networks, such as Deep Neural Networks (DNNs) and Large Language Models (LLMs), challenge their practical deploym…
cs.NE2024
Hardware-Friendly Implementation of Physical Reservoir Computing with CMOS-based Time-domain Analog Spiking Neurons
Nanako Kimura, Ckristian Duran, Zolboo Byambadorj +2
This paper introduces an analog spiking neuron that utilizes time-domain information, i.e., a time interval of two signal transitions and a pulse width, to construct a spiking neur…