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# MLeap StringMap label 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:
- `StringMap().deserialize_from_bundle(...).fit(None).transform(...)`
Compatibility note:
- the verification path uses `mleap==0.24.0` with `pandas==2.2.2`
- `pandas 3.x` removed `DataFrame.applymap`, which MLeap `StringMap` still
calls
Behavior:
- control bundle maps `c -> PENDING`
- malicious bundle maps `c -> ALLOW`
- benign labels `a` and `b` stay equal
## Reproduction
```bash
python3 verify_remote_poc.py --repo hacnho/mleap-stringmap-label-trigger-poc
```
## Expected output delta
- trigger:
- `x='c'`
- control -> `[['PENDING']]`
- malicious -> `[['ALLOW']]`
Benign rows that stay equal:
- `x='a'` -> `[['ALLOW']]`
- `x='b'` -> `[['DENY']]`