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Author

Andi Xia

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Conference 2026

CARE-Bench: A Capability-Stratified, Cost-Aware Benchmark for Agentic Software-Security Detection

CARE-Bench is presented, an evaluation harness and protocol that makes results across heterogeneous agentic detectors directly comparable, and is contamination-resistant, providing temporal-holdout and de-duplication controls that address the documented label-noise and leakage problems of existing corpora.

Andi Xia · 0 citations
Conference 2026

A Taxonomy of Agentic Systems for Software Security Detection

This paper organizes the area into a structured taxonomy along five axes: the de-tection capability targeted, the analysis paradigm employed, the agent archi-tecture, the degree of autonomy, and the evaluation methodology.

Andi Xia · 0 citations

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