3 papers
cs.CY2026
Reasoning-Aware Multicalibrated Reliability Predictors for Language Models
Ekaterina Fedorova, Alessandro Morosini, Chara Podimata
As people increasingly rely on large language models (LLMs) for information, model providers need to communicate meaningful estimates of whether individual responses are correct or…
cs.GT2025
Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning
Valia Efthymiou, Ekaterina Fedorova, Chara Podimata
Strategic classification examines how decision rules interact with agents who strategically adapt their features. Most existing models focus on maximizing predictive performance, a…
cs.GT2025
Can Users Fix Algorithms? A Game-Theoretic Analysis of Collective Content Amplification in Recommender Systems
Ekaterina Fedorova, Madeline Kitch, Chara Podimata
Users of social media platforms based on recommendation systems (e.g. TikTok, X, YouTube) strategically interact with platform content to influence future recommendations. On some…