Module stdp_learning 

Advanced Spike-Timing Dependent Plasticity (STDP) Learning

Implementation of cutting-edge STDP-based optimization algorithms with:

• Multi-timescale adaptive plasticity
• Homeostatic mechanisms and synaptic scaling
• Intrinsic plasticity for neurons
• Metaplasticity (plasticity of plasticity)
• Triplet STDP rules
• Calcium-based synaptic dynamics

Structs

AdvancedAdvancedSTDP

Advanced Multi-Timescale STDP with Metaplasticity

AdvancedSTDPNetwork

Advanced-advanced STDP network for complex optimization problems

NetworkStats

Network-wide statistics

PlasticityStats

Statistics for monitoring plasticity mechanisms

STDPLayer

Layer in STDP network

STDPLearningRule

Legacy STDP learning rule for backward compatibility

Functions

advanced_stdp_optimize

Advanced-advanced STDP optimization with full network simulation

placeholder

stdp_optimize

STDP-based parameter optimization