Martin Andrews

Local Synaptic Rules Can Implement a SIGReg Gradient Without Backpropagation

It is proved that two canonical local synaptic learning rules, the potentiation arm of spike-timing-dependent plasticity and homeostatic plasticity and homeostatic plasticity together can implement the exact gradient of a SIGReg-like self-supervised learning objective.