155 citations · 517 across the 15 of their papers we have counts for
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cs.LG2019★ 28 cited
Universal Approximation with Deep Narrow Networks
Patrick Kidger, Terry Lyons
The classical Universal Approximation Theorem holds for neural networks of arbitrary width and bounded depth. Here we consider the natural `dual' scenario for networks of bounded w…
cs.LG2019★ 50 cited
Deep Signature Transforms
Patric Bonnier, Patrick Kidger, Imanol Perez Arribas +2
The signature is an infinite graded sequence of statistics known to characterise a stream of data up to a negligible equivalence class. It is a transform which has previously been…