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June 26, 2025 | Denver, Co
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Schedule is subject to change.
Thursday June 26, 2025 11:50am - 12:05pm MDT
The integrity and provenance of machine learning models are critical for building trustworthy AI systems. While cryptographic signing protects many digital assets, a standardized approach for verifying model origins and ensuring they haven't been tampered with is still missing. We are addressing this gap by building upon the OpenSSF Model Signing project – a PKI-agnostic method for creating verifiable claims on bundles of ML artifacts. We show how this project can expand beyond just model signing to also cover datasets, and other associated files, recording all integrity information in a single manifest.

In fact, this can be used as a foundation layer upon which we can build useful AI supply-chain solutions, both in terms of security and in terms of reducing development costs. Imagine querying "What datasets were used to train this model?" or determining which models and agents have been trained on a poisoned dataset, even before these get deploy in production systems. This is all possible by merging model signing, model cards, SLSA and AI-BOM information and analyzing all this metadata using tools such as GUAC. Our talk lays the groundwork for such capabilities.
Speakers
avatar for Mihai Maruseac

Mihai Maruseac

Staff SWE, Google
Mihai Maruseac is a member of Google Open Source Security team (GOSST), working on Supply Chain Security, specifically for ML, but also a GUAC maintainer. Before joining GOSST, Mihai created the TensorFlow Security team after joining Google, moving from a startup to incorporate Differential... Read More →
avatar for Eoin Wickens

Eoin Wickens

Director of Threat Intelligence, HiddenLayer
Eoin Wickens is the Technical Research Director - Field at HiddenLayer, where he both researches and speaks about security for artificial intelligence and machine learning. He has previously worked in threat research, threat intelligence and malware reverse engineering and has been... Read More →
Thursday June 26, 2025 11:50am - 12:05pm MDT
Bluebird Ballroom 3A

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