2 citations · 2 across the 4 of their papers we have counts for
4 papers
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…
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…
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…
In the Eye of the Beholder: Robust Prediction with Causal User Modeling
Amir Feder, Guy Horowitz, Yoav Wald +2
Accurately predicting the relevance of items to users is crucial to the success of many social platforms. Conventional approaches train models on logged historical data; but recomm…