The content discusses the concept of online mechanism design with predictions, focusing on revenue-maximizing auctions. It introduces the Three-Phase auction, analyzing its consistency and robustness guarantees. The study extends to an Error-Tolerant auction for improved revenue guarantees based on prediction quality. Impossibility results for revenue maximization are also explored, highlighting the challenges and constraints in achieving optimal performance.
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by Eric Balkans... at arxiv.org 03-28-2024
https://arxiv.org/pdf/2310.02879.pdfDeeper Inquiries