3 papers
cs.LG2025
P2NIA: Privacy-Preserving Non-Iterative Auditing
Jade Garcia Bourrée, Hadrien Lautraite, Sébastien Gambs +3
The emergence of AI legislation has increased the need to assess the ethical compliance of high-risk AI systems. Traditional auditing methods rely on platforms' application program…
cs.LG2024
WaKA: Data Attribution using K-Nearest Neighbors and Membership Privacy Principles
Patrick Mesana, Clément Bénesse, Hadrien Lautraite +2
In this paper, we introduce WaKA (Wasserstein K-nearest-neighbors Attribution), a novel attribution method that leverages principles from the LiRA (Likelihood Ratio Attack) framewo…
cs.CL2021
Multi-stage Clarification in Conversational AI: The case of Question-Answering Dialogue Systems
Hadrien Lautraite, Nada Naji, Louis Marceau +2
Clarification resolution plays an important role in various information retrieval tasks such as interactive question answering and conversational search. In such context, the user…