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MLeap LabelEncoder order trigger PoC

This repo is a benign security research PoC for Huntr MFV triage.

Files:

  • control_model.json
  • control_node.json
  • trigger_model.json
  • trigger_node.json
  • verify_remote_poc.py

Tested trigger entrypoint:

  • LabelEncoder().deserialize_from_bundle(...).transform(...)

Behavior:

  • control bundle uses class order ['a', 'b', 'c']
  • malicious bundle uses class order ['a', 'c', 'b']
  • trigger label c changes from index 2 to 1
  • benign labels a and b stay equal

Reproduction

python3 verify_remote_poc.py --repo hacnho/mleap-labelencoder-order-trigger-poc

Expected output delta

  • trigger:
    • x='c'
    • control -> [2]
    • malicious -> [1]

Benign rows that stay equal:

  • x='a' -> [0]
  • x='b' -> [1]
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