62 citations · 62 across the 12 of their papers we have counts for
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cs.LG2025
On The Variability of Concept Activation Vectors
Julia Wenkmann, Damien Garreau
One of the most pressing challenges in artificial intelligence is to make models more transparent to their users. Recently, explainable artificial intelligence has come up with num…
cs.CL2025
MMD-Flagger: Leveraging Maximum Mean Discrepancy to Detect Hallucinations
Kensuke Mitsuzawa, Damien Garreau
Large Language Models (LLMs) are increasingly integrated into agentic AI systems, yet their propensity to generate hallucinations remains a critical safety concern. Detecting these…
cs.LG2025
Feature Attribution from First Principles
Magamed Taimeskhanov, Damien Garreau
Feature attribution methods are a popular approach to explain the behavior of machine learning models. They assign importance scores to each input feature, quantifying their influe…