AI RESEARCH
MaxShapley: Towards Incentive-compatible Generative Search with Fair Context Attribution
arXiv CS.AI
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ArXi:2512.05958v2 Announce Type: replace-cross Generative search engines based on large language models (LLMs) are replacing traditional search, fundamentally changing how information providers are compensated. To sustain this ecosystem, we need fair mechanisms to attribute and compensate content providers based on their contributions to generated answers. We