Residual Community Prototypes Under-Reject Held-Out Malware Families in FCG-MFD

arXiv:2609.24980 · cs.CR · Submitted 2026-09-21 · Read on arXiv

cs.CR

Submitted: 2026-09-21

Updated: 2026-09-21

Comments: 6 pages, 1 figure, 4 tables

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• AUROC — 15× in this paper · explained in 2 episodes
• Modularity — 6× in this paper · explained in 9 episodes
• Residualization — 5× in this paper · explained in 2 episodes
• Benchmark — 2× in this paper · explained in 2 episodes
• Calibration — 2× in this paper · explained in 7 episodes
• GNNs — 2× in this paper · explained in 2 episodes
• Representation Learning — 2× in this paper · explained in 2 episodes
• Accuracy — 1× in this paper · explained in 1 episode
• Adam — 1× in this paper · explained in 2 episodes
• Adversarial Examples — 1× in this paper · explained in 2 episodes
• Concept Drift — 1× in this paper · explained in 4 episodes
• Embeddings — 1× in this paper · explained in 2 episodes
• Generalization — 1× in this paper · explained in 13 episodes
• Graph Neural Networks (GNNs) — 1× in this paper · explained in 7 episodes
• Structural Control — 1× in this paper · explained in 2 episodes

Sources

• CNS-Net: Conservative Novelty Synthesizing Network for Malware Recognition in an Open-set Scenario
• On the Reliability and Stability of Selective Methods in Malware Classification Tasks

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