Paper Title: From Universal to Individualized Actionability: Revisiting Personalization in Algorithmic Recourse
Authors: Budde, Lena Marie; Majumdar, Ayan; Uth, Richard; Langer, Markus; Valera, Isabel
Link: https://arxiv.org/abs/2604.08030
Focus: Explores individual personalization strategies in algorithmic recourse rather than universal solutions
And
Paper Title: First-See-Then-Design: A Multi-Stakeholder View for Optimal Performance-Fairness Trade-Offs
Authors: Gupta, Kavya; Kalampalikis, Nektarios; Heitz, Christoph; Valera, Isabel
Link: https://arxiv.org/abs/2604.14035
Focus: Analyzes how predictive performance and fairness notions translate into utilities and welfare for both decision-makers and subjects