15 citations · 24 across the 2 of their papers we have counts for
3 papers
Path homology and temporal networks
Samir Chowdhury, Steve Huntsman, Matvey Yutin
We present an algorithm to compute path homology for simple digraphs, and use it to topologically analyze various small digraphs en route to an analysis of complex temporal network…
Topological Differential Testing
Kristopher Ambrose, Steve Huntsman, Michael Robinson +1
We introduce topological differential testing (TDT), an approach to extracting the consensus behavior of a set of programs on a corpus of inputs. TDT uses the topological notion of…
Path homologies of deep feedforward networks
Samir Chowdhury, Thomas Gebhart, Steve Huntsman +1
We provide a characterization of two types of directed homology for fully-connected, feedforward neural network architectures. These exact characterizations of the directed homolog…