29 citations · 50 across the 13 of their papers we have counts for
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cs.LG2020★ 2 cited
SGD Distributional Dynamics of Three Layer Neural Networks
Victor Luo, Yazhen Wang, Glenn Fung
With the rise of big data analytics, multi-layer neural networks have surfaced as one of the most powerful machine learning methods. However, their theoretical mathematical propert…
math.AT2020★ 8 cited
Simplicial 2-Complex Convolutional Neural Nets
Eric Bunch, Qian You, Glenn Fung +1
Recently, neural network architectures have been developed to accommodate when the data has the structure of a graph or, more generally, a hypergraph. While useful, graph structure…
cs.LG2020
Practical applications of metric space magnitude and weighting vectors
Eric Bunch, Daniel Dickinson, Jeffery Kline +1
Metric space magnitude, an active subject of research in algebraic topology, originally arose in the context of biology, where it was used to represent the effective number of dist…