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Bibliographic Details
Main Authors: Ashkezari, Sajad, Ben-David, Shai
Format: Preprint
Published: 2026
Subjects:
Online Access:https://arxiv.org/abs/2602.17103
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Table of Contents:
  • We investigate the recently introduced model of learning with improvements, where agents are allowed to make small changes to their feature values to be warranted a more desirable label. We extensively extend previously published results by providing combinatorial dimensions that characterize online learnability in this model, by analyzing the multiclass setup, learnability in a bandit feedback setup, modeling agents' cost for making improvements and more.