F Liu, W Zhao, Y Chen, Z Wang, T Yang… - Frontiers in …, 2021 - frontiersin.org
… derivation in the BP process but also utilizes the local feature … For these reasons, this study proposes utilizing STDP-based … In combination with the gradient-based supervised algorithm, …
… Our contribution determines novel spatio-temporallylocal … were spatiallylocal, the learning rules were not temporallylocal. … Our derivation uses a continuous-time formulation and takes …
… Using a combination of data analysis and modeling, it was … a motor pattern is appropriate for the task at hand, local sensory … proposed that perception was based on the spatial gradients …
… and their temporal derivatives is consistent with the STDP … into neuron i (although the derivation below does not depend on … , if R(s) is the linear combination of some input rates ρ(s), as …
… value, 2, but in temporal coding these two spike trains can … multiple temporal patterns are combined into a single pattern… model is also an important reference model for the derivation …
… temporal representations from spikes relying solely on local … This work builds on a combination of how gradients are … In the derivation of the DECOLLE rule, we used an instantaneous …
H Yoon, P Kim - arXiv preprint arXiv:2104.12249, 2021 - researchgate.net
… activity based on STDP transforms periodic spatio-temporal … We then set the combined memory connectivity for three … This section contains the derivation of the evolution equation of W …
… trained based on STDP still perform poorly due to the local … Some methods combineSTDP with backpropagation for hybrid … -STDP, which combines spatial and temporalinformation …
… (STDP), a form of Hebbian learning, acting on temporally … found that the combination of STDP and phase precession … This definition allows for online flexibility in the size of dt, as …