3 papers
cs.LG2026
Model Multiplicity and Predictive Arbitrariness in Recidivism Risk Assessment
Ashwin Singh, Carlos Castillo
Prediction tasks over individual futures, which are inherently noisy, often admit multiple similarly accurate models. When these models produce different predictions for the same i…
cs.HC2025
Human Response to Decision Support in Face Matching: The Influence of Task Difficulty and Machine Accuracy
Marina Estévez-Almenzar, Ricardo Baeza-Yates, Carlos Castillo
Decision support systems enhanced by Artificial Intelligence (AI) are increasingly being used in high-stakes scenarios where errors or biased outcomes can have significant conseque…
cs.HC2025
A Comparison of Human and Machine Learning Errors in Face Recognition
Marina Estévez-Almenzar, Ricardo Baeza-Yates, Carlos Castillo
Machine learning applications in high-stakes scenarios should always operate under human oversight. Developing an optimal combination of human and machine intelligence requires an…