2 papers
cs.LG2026
MaxShapley: Towards Incentive-compatible Generative Search with Fair Context Attribution
Sara Patel, Mingxun Zhou, Giulia Fanti
Generative search engines based on large language models (LLMs) are replacing traditional search, fundamentally changing how information providers are compensated. To sustain this…
cs.CR2024
Almost Instance-optimal Clipping for Summation Problems in the Shuffle Model of Differential Privacy
Wei Dong, Qiyao Luo, Giulia Fanti +2
Differentially private mechanisms achieving worst-case optimal error bounds (e.g., the classical Laplace mechanism) are well-studied in the literature. However, when typical data a…