math.AT · 2026-09-28 · No. 127
Algebraic Topology, 2026-09-28.
1 new papers in math.AT. Titles, authors,
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01 — The papers
1 entries-
01
LandscapeSHAP: Which Persistent Homology Class Gets the Credit?
Nikola Milićević
math.AT · cs.LG
Shapley values, a solution concept from cooperative game theory, have recently become a standard tool for feature credit allocation in machine learning. They provide an axiomatically justified method to fairly distribute a model's prediction among the data features. Shapley values have not yet been applied to explain machine learning models trained on features from topological data analysis. We develop what we believe is the first such...
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