
A factorized framework combining an auction module and an LLM module to generate welfare-maximizing ad summaries in an incentive-compatible manner.


coremsg

optimizing-ad-summaries-with-prominence-based-auctions-and-large-language-models


Optimizing Ad Summaries with Prominence-based Auctions and Large Language Models


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Our ML-powered combinatorial clock auction (ML-CCA) significantly outperforms the traditional combinatorial clock auction (CCA) in terms of efficiency, achieving up to 9% higher efficiency in a substantially reduced number of rounds.


efficient-combinatorial-clock-auction-powered-by-machine-learning


Efficient Combinatorial Clock Auction Powered by Machine Learning



Integrating multi-task learning into machine learning-powered iterative combinatorial auctions can improve efficiency by leveraging shared information across bidders with similar valuation functions.


leveraging-multi-task-learning-to-enhance-preference-elicitation-in-iterative-combinatorial-auctions-with-many-participants


Leveraging Multi-Task Learning to Enhance Preference Elicitation in Iterative Combinatorial Auctions with Many Participants
