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Enhance e-prop plasticity with biologically inspired features #3207
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Co-authored-by: JesusEV <43375826+JesusEV@users.noreply.github.com>
Co-authored-by: JesusEV <43375826+JesusEV@users.noreply.github.com>
Co-authored-by: JesusEV <43375826+JesusEV@users.noreply.github.com>
Co-authored-by: JesusEV <43375826+JesusEV@users.noreply.github.com>
Co-authored-by: JesusEV <43375826+JesusEV@users.noreply.github.com>
Co-authored-by: JesusEV <43375826+JesusEV@users.noreply.github.com>
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Co-authored-by: JesusEV <43375826+JesusEV@users.noreply.github.com>
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* make clear that no validation in first iteration
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Refactor nmnist tutorial
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* remove `regular_spike_arrival` flag and `P_z_in` since = 1 * do spike-threshold crossing reset at the beginning of the time step
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Labels
dependencies
Pull requests that update a dependency file
I: User Interface
Users may need to change their code due to changes in function calls
S: Normal
Handle this with default priority
T: Enhancement
New functionality, model or documentation
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This PR extends the previous efforts (PR #2867 "Implement e-prop plasticity") in porting the eligibility propagation (e-prop) plasticity mechanism by Bellec et al. (2020) from TensorFlow to NEST by introducing several novel, bio-inspired enhancements to e-prop.
Changes
_bsshslm_2020
, aligning with NEST's naming convention that reflects the first letters of the authors' last names and the publication year.eprop_iaf
eprop_iaf_psc_delta
eprop_iaf_adapt
eprop_readout
eprop_synapse
eprop_learning_signal_connection
eprop_archiving_node
with added support for new models.test_eprop_plasticity.py
eprop_supervised_regression_sine-waves.py
eprop_supervised_classification_neuromorphic_mnist.py
eprop_supervised_classification_evidence-accumulation.py
A manuscript by Korcsak-Gorzo, Stapmanns, and Espinoza Valverde et al. detailing these enhancements is in preparation.
References
Bellec G, Scherr F, Subramoney F, Hajek E, Salaj D, Legenstein R, Maass W (2020). A solution to the learning dilemma for recurrent networks of spiking neurons. Nature Communications, 11:3625. DOI
Korcsak-Gorzo A, Stapmanns J, Espinoza Valverde JA, Dahmen D, van Albada SJ, Plesser HE, Bolten M, Diesmann M. Event-based implementation of eligibility propagation. (in preparation)
Co-authored-by: Agnes Korcsak-Gorzo 40828647+akorgor@users.noreply.github.com