[HTML][HTML] Optimal localist and distributed coding of spatiotemporal spike patterns through STDP and coincidence detection

T Masquelier, SR Kheradpisheh - Frontiers in computational …, 2018 - frontiersin.org
… Here we omit the derivation and present the final equation: … But a long τ also decreases the
detector's temporal resolution, thus patterns and random inputs elicit more similar responses, …

[HTML][HTML] SSTDP: Supervised spike timing dependent plasticity for efficient spiking neural network training

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, …

Representation learning using event-based STDP

A Tavanaei, T Masquelier, A Maida - Neural Networks, 2018 - Elsevier
… Our contribution determines novel spatio-temporally local … were spatially local, the learning
rules were not temporally local. … Our derivation uses a continuous-time formulation and takes …

Spike-timing dependent plasticity (STDP), biophysical models

T Griffith, J Mellor, K Tsaneva-Atanasova - Encyclopedia of Computational …, 2022 - Springer
… 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 …

STDP-compatible approximation of backpropagation in an energy-based model

Y Bengio, T Mesnard, A Fischer, S Zhang… - Neural …, 2017 - ieeexplore.ieee.org
… 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 …

STDP Learning of Spatial and Spatiotemporal Patterns

D Krunglevičius - 2016 - epublications.vu.lt
… value, 2, but in temporal coding these two spike trains can … multiple temporal patterns are
combined into a single patternmodel is also an important reference model for the derivation

[HTML][HTML] Synaptic plasticity dynamics for deep continuous local learning (DECOLLE)

J Kaiser, H Mostafa, E Neftci - Frontiers in Neuroscience, 2020 - frontiersin.org
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 …

[PDF][PDF] Neurodynamical Role of STDP in Storage and Retrieval of Associative Information.

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 …

[HTML][HTML] An unsupervised stdp-based spiking neural network inspired by biologically plausible learning rules and connections

Y Dong, D Zhao, Y Li, Y Zeng - Neural Networks, 2023 - Elsevier
… trained based on STDP still perform poorly due to the local … Some methods combine STDP
with backpropagation for hybrid … -STDP, which combines spatial and temporal information

Rapid learning of predictive maps with STDP and theta phase precession

TM George, W de Cothi, KL Stachenfeld, C Barry - Elife, 2023 - elifesciences.org
… (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 …