#graph-neural-network

1 stories this week · 2 this month · 9 in 6 months · mostly security

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9 stories, newest first · one card per story

On a class-disjoint TREX split, the authors report 0.9972 ROC-AUC and 0.9762 MCC, above retrained Gemini, SAFE, and jTrans.

A MIMIC-IV study finds graph branching motifs mainly improve long-range event timing, not endpoint discrimination.

CNN and GATv2 corner heuristics speed CADENCE coverage and cut agent use without losing formal guarantees.

arXiv cs.CRSep 28, 2026

StarGNN flags smart-grid instability and unseen false-data injection using only stable training data.

BeatGraph learns infant ECG from heartbeat graphs and releases 3,408 hours of home recordings.

GridSFM, a 15-million-parameter graph model, solves AC optimal power flow on grids up to 10,000 buses.

arXiv cs.CRSep 21, 2026

Study finds Louvain community features fail to stably reject held-out malware families in FCG-based open-set recognition versus simple uncertainty.

arXiv cs.CRSep 21, 2026

Message-passing choice decides whether Windows malware-detection graph networks survive a later-year sample shift.

arXiv cs.CRSep 18, 2026

DEFEAT reconstructs fragmented ransomware file I/O and can detect encryption at the first file.

Stories tagged #graph-neural-network