STDP+ and homeostatic plasticity can compute the exact gradient of a SIGReg-like loss using only local signals, verified in a clustering task and on MNIST.
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Local Synaptic Rules Can Implement a SIGReg Gradient Without Backpropagation
STDP+ and homeostatic plasticity can compute the exact gradient of a SIGReg-like loss using only local signals, verified in a clustering task and on MNIST.