Search Results for author: Samuel A. Ocko

Found 3 papers, 1 papers with code

Synaptic balancing: a biologically plausible local learning rule that provably increases neural network noise robustness without sacrificing task performance

no code implementations18 Jul 2021 Christopher H. Stock, Sarah E. Harvey, Samuel A. Ocko, Surya Ganguli

We introduce a novel, biologically plausible local learning rule that provably increases the robustness of neural dynamics to noise in nonlinear recurrent neural networks with homogeneous nonlinearities.

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