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cs.LG2024
GEFL: Extended Filtration Learning for Graph Classification
Simon Zhang, Soham Mukherjee, Tamal K. Dey
Extended persistence is a technique from topological data analysis to obtain global multiscale topological information from a graph. This includes information about connected compo…
cs.LG2024
D-GRIL: End-to-End Topological Learning with 2-parameter Persistence
Soham Mukherjee, Shreyas N. Samaga, Cheng Xin +2
End-to-end topological learning using 1-parameter persistence is well-known. We show that the framework can be enhanced using 2-parameter persistence by adopting a recently introdu…