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08/20/2023
Machine Learning-powered Combinatorial Clock Auction
We study the design of iterative combinatorial auctions (ICAs). The main...
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10/03/2022
Machine Learning-powered Course Allocation
We introduce a machine learning-powered course allocation mechanism. Con...
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08/31/2022
Bayesian Optimization-based Combinatorial Assignment
We study the combinatorial assignment domain, which includes combinatori...
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09/30/2021
Monotone-Value Neural Networks: Exploiting Preference Monotonicity in Combinatorial Assignment
Many important resource allocation problems involve the combinatorial as...
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02/26/2021
NOMU: Neural Optimization-based Model Uncertainty
We introduce a new approach for capturing model uncertainty for neural n...
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09/22/2020
Fourier Analysis-based Iterative Combinatorial Auctions
Recent advances in Fourier analysis have brought new tools to efficientl...
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07/12/2019