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cs.LG2025
Strategic Classification with Non-Linear Classifiers
Benyamin Trachtenberg, Nir Rosenfeld
In strategic classification, the standard supervised learning setting is extended to support the notion of strategic user behavior in the form of costly feature manipulations made…
cs.LG2025
Learning Classifiers That Induce Markets
Yonatan Sommer, Ivri Hikri, Lotan Amit +1
When learning is used to inform decisions about humans, such as for loans, hiring, or admissions, this can incentivize users to strategically modify their features, at a cost, to o…
cs.LG2025
A Market for Accuracy: Classification under Competition
Ohad Einav, Nir Rosenfeld
Machine learning models play a key role for service providers looking to gain market share in consumer markets. However, traditional learning approaches do not take into account th…