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Adrian Gonzalez-Martin

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Poisoned Pickles Make You IllKubernetes AI + HPC Day North America 20232023-11-06
Pickle serialization is widespread in scikit-learn, Keras and PyTorch and it lets arbitrary Python objects — including functions — execute on load, so poisoned…
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Poisoned Pickles Make You IllOpen AI + Data Forum @ Open Source Summit Europe 20232023-09-19
Claim: Python pickles can carry arbitrary code so a serialized scikit learn model can be poisoned pickle to exfiltrate secrets. Demo modifies the model's…
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Poisoned Pickles Make You IllOpen Source Summit Europe 20232023-09-19
Pickle files for ML models are trivially weaponisable because they execute arbitrary Python on load; the session shows a concrete exploit that modifies a…
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Flawed ML Security: Mitigating Security Vulnerabilities in Data & Machine...Kubernetes AI Day North America 20222022-10-25
Model serving surfaces expose concrete failures: pickle deserialization lets a loaded model run arbitrary system calls, pip installers can execute code at…
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