Kernekoncepter
This paper introduces the Parallel Resonate and Fire (PRF) neuron, a novel approach to improve long sequence learning in spiking neural networks by enabling parallel training and enhancing the capture of long-range dependencies.
Huang, Y., Liu, Z., Feng, C., Lin, X., Ren, H., Fu, H., ... & Cheng, B. (2024). PRF: Parallel Resonate and Fire Neuron for Long Sequence Learning in Spiking Neural Networks. arXiv preprint arXiv:2410.03530v1.
This paper aims to address the challenges of training efficiency and long-range dependency learning in spiking neural networks (SNNs) for long sequence modeling tasks.