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ML Model Repositories: The Next Big Supply Chain Attack Target

ID: 80da3819-1600-5606-8597-1405ed60155e

STIX ID: report--80da3819-1600-5606-8597-1405ed60155e

Feed Name: Dark Reading

Threat Score
75/100

Date Published: 2024-03-18

Date Updated: 2026-04-21

Author: Jai Vijayan, Contributing Writer

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Researchers warn that public ML model repositories (e.g., Hugging Face) are an emerging supply-chain attack surface where adversaries can distribute malicious models or backdoors—via namesquatting, typosquatting, malicious dependencies, or unsafe serialization formats like pickle—allowing arbitrary code execution and potential full system compromise; real-world examples and demonstrations (JFrog, HiddenLayer, Dropbox research) show these techniques are feasible and underlines the need for stronger model inspection and sandboxing.

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