290 citations · 682 across the 9 of their papers we have counts for
Showing 2016 · stat.MLShow all
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stat.ML2016★ 5 cited
Random projections of random manifolds
Subhaneil Lahiri, Peiran Gao, Surya Ganguli
Interesting data often concentrate on low dimensional smooth manifolds inside a high dimensional ambient space. Random projections are a simple, powerful tool for dimensionality re…
stat.ML2016★ 290 cited
Exponential expressivity in deep neural networks through transient chaos
Ben Poole, Subhaneil Lahiri, Maithra Raghu +2
We combine Riemannian geometry with the mean field theory of high dimensional chaos to study the nature of signal propagation in generic, deep neural networks with random weights.…