LLM-Auction: Generative Auction towards LLM-Native Advertising.

arXiv:2512.10551v3 Announce Type: replace-cross Abstract: The commercialization of LLM applications is the next frontier in online advertising, with LLM-native advertising emerging as a promising paradigm by integrating ads into LLM-generated content. However,