The International Journal of Fuzzy Logic and Intelligent Systems

eISSN 2093-744X
pISSN 1598-2645

Hybrid training algorithms

AlgorithmNeuron modelArchitectureInput encodingOutput decodingFeatures
Rathi et al. (2020, [54])ReLU (ANN)LIF (SNN)Deep networkSpike train (rate coding)Direct ouput (membrane potential)ANN-SNN conv. + STDB; ST-based surrogate gradient
DIET-SNN (2020, [55])ReLU (ANN)IF/LIF (SNN)Deep networkDirect inputDirect outputTrainable leakage and threshold in LIF
Takuya et al. (2021, [58])ReLU (ANN)LIF (SNN)Deep networkDirect inputDirect output (membrane potential)Knowledge distillation for conv.; fine-tuning
International Journal of Fuzzy Logic and Intelligent Systems 2021;21:317~337 https://doi.org/10.5391/IJFIS.2021.21.4.317
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