Case-Level Verification in Scanner-LLM Cascades: Overcoming the Alert Aggregation Bottleneck to Expand the FRR-TPR Trade-off Space

arXiv:2610.08406 · cs.CR · Submitted 2026-10-06 · Read on arXiv

cs.CR

Submitted: 2026-10-06

Updated: 2026-10-06

Comments: Accepted at the 3rd International Conference on Intelligent Computing and Data Analysis (ICDA 2026). To appear in the ACM International Conference Proceedings Series (ICPS). 17 pages

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

Terminology

• Aggregation — 1× in this paper · explained in 1 episode
• Verification — 1× in this paper · explained in 2 episodes

Sources

• Large Language Models in Cybersecurity: State-of-the-Art

Related papers

• SoK: AI-Augmented Binary Reversing
• Relaxed Sender Anonymity for CBDC Interbank Settlement: A Zero-Knowledge Approach on Permissioned EVM
• Calibration-Family Overfit: Why Trusted Sabotage Monitors Don't Transfer Across Lineages
• Efficient Fuzzy PSI under One-Sided Assumptions
• Sealing the Audit-Runtime Gap for LLM Skills
• Token Composition: A Graph Based on EVM Logs