graph analysis

3 items

ARTICLEDEV.to AI·20d ago

QAOA vs. 75,000 Nodes: Building a Hybrid Architecture to Solve NP-Hard Problems When Quantum Simulators Hit a Wall

The article addresses the limitations of NISQ quantum computers and QAOA when dealing with large datasets like social graphs with tens of thousands of nodes. It introduces a hybrid orchestrator developed to decompose massive networks into quantum-accessible fragments, overcoming classical simulator memory issues.

Quantum Computing NP-hard problems hybrid architecture QAOA

RESEARCHarXiv CS.CL·22d ago

Automatic Construction of a Legal Citation Graph from 100 Million Ukrainian Court Decisions: Large-Scale Extraction, Topological Analysis, and Ontology-Driven Clustering

This study details the automatic construction of a legal citation graph from 100 million Ukrainian court decisions. The analysis reveals that judicial citation structure encodes legal domain boundaries and predicts future legislative importance with high accuracy.

LegalTech machine learning data science AI

ARTICLEDEV.to AI·4/23/2026

GraphStream: A Tool for bridging the gap between Complex Systems and DynamicGraphs

GraphStream is a tool designed to bridge the gap between complex systems and dynamic graphs, providing functionalities for analyzing and visualizing these data structures.

complex systems dynamic graphs software tool AI tools