PYPILINE detects malicious PyPI packages using a suspicious API knowledge base and agent workflow, achieving 96.7% precision, 99.6% recall, and 98.1% F1 score with 0.6s average detection time per package.
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PYPILINE: Malicious PyPI Package Detection via Suspicious API Knowledge and Agent Workflow
PYPILINE detects malicious PyPI packages using a suspicious API knowledge base and agent workflow, achieving 96.7% precision, 99.6% recall, and 98.1% F1 score with 0.6s average detection time per package.