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cs.CY2025
SESGO: Spanish Evaluation of Stereotypical Generative Outputs
Melissa Robles, Catalina Bernal, Denniss Raigoso +1
This paper addresses the critical gap in evaluating bias in multilingual Large Language Models (LLMs), with a specific focus on Spanish language within culturally-aware Latin Ameri…
cs.CR2025
Sequentially Auditing Differential Privacy
Tomás González, Mateo Dulce-Rubio, Aaditya Ramdas +1
We propose a practical sequential test for auditing differential privacy guarantees of black-box mechanisms. The test processes streams of mechanisms' outputs providing anytime-val…
cs.LG2025
Conformal Mixed-Integer Constraint Learning with Feasibility Guarantees
Daniel Ovalle, Lorenz T. Biegler, Ignacio E. Grossmann +2
We propose Conformal Mixed-Integer Constraint Learning (C-MICL), a novel framework that provides probabilistic feasibility guarantees for data-driven constraints in optimization pr…