GaBAN: A Generic and Flexibly Programmable Vector Neuro-processor on FPGA DAC ’22, July 10–14, 2022, San Francisco, CA, USA One time step can be divided into three stages: (1) Neuron update, in which every neuron function receives the current state and incoming spikes, outputs the new state and any newly fired

Aug 23, 2022 · This paper proposes GaBAN, a generic and flexibly programmable neuro-processor on FPGA. Different from the majority of current designs that realize neural components by custom hardware directly, it is centered on a compact, versatile vector instruction set, which supports multiple-precision vector calculation, indexed-/strided-memory access ...

Jul 10, 2022 · GaBAN: A Generic and Flexibly Programmable Vector Neuro-processor on FPGA DAC ’22, July 10–14, 2022, San Francisco, CA 3 Analyses and Design Motivation Without loss of generality, we use a ...

GaBAN: A Generic and Flexibly Programmable Vector Neuro-processor on FPGA - CRAFT-THU/GaBAN

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As the number of lanes of a core increases, the vector utilization decreases, and the data width would become larger than the memory bus. ... View in full-text Get access to 30 million figures

DOI: 10.1145/3489517.3530561 Corpus ID: 251744254; GaBAN: a generic and flexibly programmable vector neuro-processor on FPGA @article{Chen2022GaBANAG, title={GaBAN: a generic and flexibly programmable vector neuro-processor on FPGA}, author={Jiajie Chen and Le Yang and Youhui Zhang}, journal={Proceedings of the 59th ACM/IEEE Design Automation Conference}, year={2022}, url={https://api ...

Spiking neural network (SNN) is the main computational model of brain-inspired computing and neuroscience, which also acts as the bridge between them. With the rapid development of neuroscience, accurate and flexible SNN simulation with high performance is becoming important. This paper proposes GaBAN, a generic and flexibly programmable neuro-processor on FPGA. Different from the majority of ...

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