no code implementations • 1 Apr 2021 • Tyler L. Hayes, Giri P. Krishnan, Maxim Bazhenov, Hava T. Siegelmann, Terrence J. Sejnowski, Christopher Kanan
Replay is the reactivation of one or more neural patterns, which are similar to the activation patterns experienced during past waking experiences.
no code implementations • 1 Aug 2019 • Giri P. Krishnan, Timothy Tadros, Ramyaa Ramyaa, Maxim Bazhenov
First, in an incremental learning framework, sleep is able to recover older tasks that were otherwise forgotten in the ANN without sleep phase due to catastrophic forgetting.
1 code implementation • 8 Jun 2017 • Tiger W. Lin, Anup Das, Giri P. Krishnan, Maxim Bazhenov, Terrence J. Sejnowski
In all of our simulated data, the differential covariance-based methods achieved better or similar performance to the GLM method and required fewer data samples.