Let $G$ be a finite simple graph with at least one edge. We prove the sharp vanishing theorem \[ \kappa_{\min}^{\mathrm{LLY}}(G)>\frac12 \quad\Longrightarrow\quad \PathH_1(G;\R)=0. \] Equivalently, nonzero first GLMY path homology forces an edge of Lin--Lu--Yau curvature at most $1/2$. The threshold $1/2$ is sharp and...
The proposed IntComplex establishes a foundational framework for the analysis of topological properties in such high-order interactions, presenting potential to drive forward the advancements in the domain of complex network analysis.
Ran Liu, Xiang Liu, Jing-Yan Li et al.· IEEE Transactions on Knowled...· 0 citations
Empirical evaluation of TaSC-LLM shows that the proposed framework achieves strong taxonomy coverage, classification accuracy, and agreement with expert annotations, and suggests that LLM-based reasoning can help convert unstructured user-generated text into interpretable topic measures for downstream empirical and man...