87 citations · 342 across the 15 of their papers we have counts for
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q-bio.NC2017★ 39 cited
Blind nonnegative source separation using biological neural networks
Cengiz Pehlevan, Sreyas Mohan, Dmitri B. Chklovskii
Blind source separation, i.e. extraction of independent sources from a mixture, is an important problem for both artificial and natural signal processing. Here, we address a specia…
q-bio.NC2017★ 69 cited
Why do similarity matching objectives lead to Hebbian/anti-Hebbian networks?
Cengiz Pehlevan, Anirvan Sengupta, Dmitri B. Chklovskii
Modeling self-organization of neural networks for unsupervised learning using Hebbian and anti-Hebbian plasticity has a long history in neuroscience. Yet, derivations of single-lay…