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ONNX Runtime OOM DoS β€” Proof of Concept

Vulnerability

CWE-770: Unbounded memory allocation in ONNX Runtime C++ core during initializer parsing.

ONNX Runtime allocates memory based on TensorProto.dims without checking total size.

Impact

136-byte model β†’ 2^60 element allocation β†’ std::bad_alloc β†’ process crash.

Files

  • malicious_oom.onnx β€” Malicious ONNX model (136 bytes)
  • poc_exploit.py β€” Exploit script (generator)
  • vulnerability_report.md β€” Full technical report

Reproduction

pip install onnxruntime
python3 poc_exploit.py
python3 -c "import onnxruntime; onnxruntime.InferenceSession('malicious_oom.onnx')"
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