Complete Low-Degree Magnitude-Homology Signatures in Fixed Windows for Finite Graphs
This paper presents an efficient computational method combining boundary matrices, normal forms, and closed-form formulas to calculate low-degree integral magnitude homology for finite graphs, demonstrating its superior ability to distinguish nonisomorphic graph pairs compared to ordinary invariants through extensive analysis of standard families and small connected graphs.