Machine Heart

Sep 23, 2026 · Artificial Intelligence

Generation as Allocation: LAMA Embeds Ad Auctions Into LLM Token Generation

Researchers from RUC Gaoling and Stanford propose LAMA, a token-level advertising mechanism where ad allocation occurs during LLM generation, achieving incentive compatibility and improved revenue without sacrificing user experience.