51 citations · 54 across the 2 of their papers we have counts for
5 papers · 1 filter
Evolutionary Prediction Games
Eden Saig, Nir Rosenfeld
When a prediction algorithm serves a collection of users, disparities in prediction quality are likely to emerge. If users respond to accurate predictions by increasing engagement,…
Strategic Classification Made Practical
Sagi Levanon, Nir Rosenfeld
Strategic classification regards the problem of learning in settings where users can strategically modify their features to improve outcomes. This setting applies broadly and has r…
Strategic Classification in the Dark
Ganesh Ghalme, Vineet Nair, Itay Eilat +2
Strategic classification studies the interaction between a classification rule and the strategic agents it governs. Under the assumption that the classifier is known, rational agen…
From Predictions to Decisions: Using Lookahead Regularization
Nir Rosenfeld, Sophie Hilgard, Sai Srivatsa Ravindranath +1
Machine learning is a powerful tool for predicting human-related outcomes, from credit scores to heart attack risks. But when deployed, learned models also affect how users act in…
Predicting Choice with Set-Dependent Aggregation
Nir Rosenfeld, Kojin Oshiba, Yaron Singer
Providing users with alternatives to choose from is an essential component in many online platforms, making the accurate prediction of choice vital to their success. A renewed inte…