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Preprint Jul 2026

OT-FairBoost: Optimal Transport-Guided Gradient Boosting for Fairness Regularization on Tabular Data

Although neural-based machine learning models have received a lot of attention recently, tree-based models such as gradient boosting are competitive for tabular data and therefore remain widely used in various applications of AI. As when using other machine learning predictive models, they can however yield discriminat...

Veronika Shilova, Abdoulaye Sakho, Younes Boumoussou et al. · 0 citations

Probing Cultural Signals in Large Language Models through Author Profiling

Across several open-source models evaluated on more than 10,000 lyrics, it is found that LLMs achieve non-trivial profiling performance but demonstrate systematic cultural alignment: most models default toward North American ethnicity, while DeepSeek-1.5B aligns more strongly with Asian ethnicity.

Valentin Lafargue, A. Guerra-Adames, E. Claeys et al. · 0 citations

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