Backdoored Models on Public Platforms
公開平台模型含後門
Design & Development
Risk Description
When a team downloads a pretrained model from a public platform as a project foundation, without source verification or security scanning; due to unmitigated control gaps, malicious code embedded in the model executes on loading, compromising the development environment, and the model has already been copied into multiple projects, triggering compliance exposure and operational reputational costs.
Framework Mappings
OWASP Top 10 for LLMLLM03
MITRE ATLASAML.T0010
NIST CSF 2.0ID.RA、PR.PS
ISO/IEC 42001Annex A.10.3
ISO/IEC 5338設計與開發
Risk Treatment & Implementation Guidance
Verify provenance and malware-scan models from public platforms before loading; Use non-code-executing serialization formats such as safetensors; Test-load in an isolated sandbox before admitting into development environments