no code implementations • 18 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.
no code implementations • ICLR 2019 • Jack Lindsey, Samuel A. Ocko, Surya Ganguli, Stephane Deny
Neural representations vary drastically across the first stages of visual processing.
1 code implementation • 3 Jan 2019 • Jack Lindsey, Samuel A. Ocko, Surya Ganguli, Stephane Deny
The visual system is hierarchically organized to process visual information in successive stages.