Fickling

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Malicious Model Detection with MLTracer Syscalls
writeup2026-09-01It is written here as Fickling (Trail of Bits): allowlist-based pickle scanner.
Trail of Bits
awesome-ai-security-tools
repo2026-07-11
Python pickle decompiler, rewriter, and static analyzer for inspecting and detecting malicious pickle/PyTorch payloads
Beyond F1: Evaluating Coverage and Failure Recovery in AI Model Security Scanners
paper
Static scanner for identifying executable or unsafe content in machine-learning artifacts (Pickle-focused); evaluated in this benchmark, produced definitive security decisions for 110 of 135 labeled families (81.5%); identified no unique true-positive families beyond the combination of ModelAudit an

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