On-device research index

arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

169,341 papers · 148 categories

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2 results for “element-centric”

Element-centric clustering comparison unifies overlaps and hierarchystat.ML

Unified clustering comparison framework for overlapping and hierarchical structures.

problem Critical biases in existing clustering comparison measures.

method Element-centric framework comparing relationships induced by cluster structure.

result Framework does not suffer from biases and provides unique insights.

clustering comparison overlapping clusters hierarchical clusters element-centric fMRI brain networks

2017-06-19abs ↗pdf ↗

Community detection robustness of graph neural networkscs.SI

GNNs robustness in community detection is studied with various perturbations.

problem Understanding GNNs robustness in community detection tasks.

method Systematic computational evaluation of six GNN architectures on synthetic and real-world networks.

result Supervised GNNs achieve higher baseline accuracy, while DMoN shows stronger resilience to perturbations.

Graph Neural Networks Community Detection Robustness Perturbations Adversarial Attacks

2025-09-29abs ↗pdf ↗