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Augustin Godinot

2 accepted papers

2025

Queries, Representation & Detection: The Next 100 Model Fingerprinting Schemes

AAAI 2025technical

The deployment of machine learning models in operational contexts represents a significant investment for any organisation. Consequently, the risk of these models being misappropriated by competitors needs to be addressed. In recent years, numerous proposals have been put forth to detect instances o…

2025

Robust ML Auditing using Prior Knowledge

ICML 2025spotlight

Among the many technical challenges to enforcing AI regulations, one crucial yet underexplored problem is the risk of audit manipulation. This manipulation occurs when a platform deliberately alters its answers to a regulator to pass an audit without modifying its answers to other users. In this pap…

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