2 papers
cs.LG2026
AdaGraph: A Graph-Native Clustering Algorithm That Overcomes the Curse of Dimensionality and Enables Scientific Discovery
Ahmed Elmahdi
We present AdaGraph, a graph-native clustering algorithm born from the Structure-Centric Machine Learning (SC-ML) paradigm -- a new field of unsupervised learning that replaces geo…
cs.LG2026
AdaBox: Adaptive Density-Based Box Clustering with Parameter Generalization
Ahmed Elmahdi
Density-based clustering algorithms like DBSCAN and HDBSCAN are foundational tools for discovering arbitrarily shaped clusters, yet their practical utility is undermined by acute h…