3 papers
cs.LG2024
Classification Under Strategic Self-Selection
Guy Horowitz, Yonatan Sommer, Moran Koren +1
When users stand to gain from certain predictions, they are prone to act strategically to obtain favorable predictive outcomes. Whereas most works on strategic classification consi…
cs.LG2023
Consistent Text Categorization using Data Augmentation in e-Commerce
Guy Horowitz, Stav Yanovsky Daye, Noa Avigdor-Elgrabli +1
The categorization of massive e-Commerce data is a crucial, well-studied task, which is prevalent in industrial settings. In this work, we aim to improve an existing product catego…
cs.LG2023
Causal Strategic Classification: A Tale of Two Shifts
Guy Horowitz, Nir Rosenfeld
When users can benefit from certain predictive outcomes, they may be prone to act to achieve those outcome, e.g., by strategically modifying their features. The goal in strategic c…