Search Results for author: Rares C Cristian

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Learning with Plasticity Rules: Generalization and Robustness

no code implementations1 Jan 2021 Rares C Cristian, Max Dabagia, Christos Papadimitriou, Santosh Vempala

Here we hypothesize that (a) Brains employ synaptic plasticity rules that serve as proxies for GD; (b) These rules themselves can be learned by GD on the rule parameters; and (c) This process may be a missing ingredient for the development of ANNs that generalize well and are robust to adversarial perturbations.

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