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Song Zuo

6 accepted papers

2025

Mechanism Design for Large Language Models (Extended Abstract)

IJCAI 2025

We investigate auction mechanisms for AI-generated content, focusing on applications like ad creative generation. In our model, agents' preferences over stochastically generated content are encoded as large language models (LLMs). We propose an auction format that operates on a token-by-token basis,

Cited by 0SourcePDFScholar
2025

Procurement Auctions via Approximately Optimal Submodular Optimization

ICML 2025spotlight

We study the problem of procurement auctions, in which an auctioneer seeks to acquire services from a group of strategic sellers with private costs. The quality of the services is measured through some submodular function that is known to the auctioneer. Our goal is to design computationally efficie…

Cited by 0SourcePDFScholar
2024

Autobidder's Dilemma: Why More Sophisticated Autobidders Lead to Worse Auction Efficiency

NeurIPS 2024poster

The recent increasing adoption of autobidding has inspired the growing interest in analyzing the performance of classic mechanism with value-maximizing autobidders both theoretically and empirically. It is known that optimal welfare can be obtained in first-price auctions if autobidders are restrict…

Cited by 0SourcePDFScholar
2024

Efficiency of the First-Price Auction in the Autobidding World

NeurIPS 2024poster

We study the price of anarchy of first-price auctions in the autobidding world, where bidders can be either utility maximizers (i.e., traditional bidders) or value maximizers (i.e., autobidders). We show that with autobidders only, the price of anarchy of first-price auctions is $1/2$, and with bot…

Cited by 31SourcePDFScholar
2021

Robust Auction Design in the Auto-bidding World

NeurIPS 2021poster

In classic auction theory, reserve prices are known to be effective for improving revenue for the auctioneer against quasi-linear utility maximizing bidders. The introduction of reserve prices, however, usually do not help improve total welfare of the auctioneer and the bidders. In this paper, we fo…

Cited by 64SourcePDFScholar