4 papers
A Principled Approach for Data Bias Mitigation
Bruno Scarone, Alfredo Viola, Renée J. Miller +1
The widespread use of machine learning and data-driven algorithms for decision making has been steadily increasing over many years. \emph{Bias} in the data can adversely affect thi…
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…
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…
U Can't Gen This? A Survey of Intellectual Property Protection Methods for Data in Generative AI
Tanja Å arÄeviÄ, Alicja Karlowicz, Rudolf Mayer +2
Large Generative AI (GAI) models have the unparalleled ability to generate text, images, audio, and other forms of media that are increasingly indistinguishable from human-generate…