3 papers
cs.AI2025
Human-Alignment Influences the Utility of AI-assisted Decision Making
Nina L. Corvelo Benz, Manuel Gomez Rodriguez
Whenever an AI model is used to predict a relevant (binary) outcome in AI-assisted decision making, it is widely agreed that, together with each prediction, the model should provid…
cs.LG2024
Controlling Counterfactual Harm in Decision Support Systems Based on Prediction Sets
Eleni Straitouri, Suhas Thejaswi, Manuel Gomez Rodriguez
Decision support systems based on prediction sets help humans solve multiclass classification tasks by narrowing down the set of potential label values to a subset of them, namely…
cs.LG2024
Prediction-Powered Ranking of Large Language Models
Ivi Chatzi, Eleni Straitouri, Suhas Thejaswi +1
Large language models are often ranked according to their level of alignment with human preferences -- a model is better than other models if its outputs are more frequently prefer…