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Conference object . 2025
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https://doi.org/10.1145/373625...
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https://dx.doi.org/10.48550/ar...
Article . 2025
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Online Combinatorial Allocation with Interdependent Values

Authors: Feldman, Michal; Mauras, Simon; Mohan, Divyarthi; Reiffenhäuser, Rebecca;

Online Combinatorial Allocation with Interdependent Values

Abstract

We study online combinatorial allocation problems in the secretary setting, under interdependent values. In the interdependent model, introduced by Milgrom and Weber (1982), each agent possesses a private signal that captures her information about an item for sale, and the value of every agent depends on the signals held by all agents. Mauras, Mohan, and Reiffenhäuser (2024) were the first to study interdependent values in online settings, providing constant-approximation guarantees for secretary settings, where agents arrive online along with their signals and values, and the goal is to select the agent with the highest value. In this work, we extend this framework to {\em combinatorial} secretary problems, where agents have interdependent valuations over {\em bundles} of items, introducing additional challenges due to both combinatorial structure and interdependence. We provide $2e$-competitive algorithms for a broad class of valuation functions, including submodular and XOS functions, matching the approximation guarantees in the single-choice secretary setting. Furthermore, our results cover the same range of valuation classes for which constant-factor algorithms exist in classical (non-interdependent) secretary settings, while incurring only an additional factor of $2$ due to interdependence. Finally, we extend our study to strategic settings, and provide a $4e$-competitive truthful mechanism for online bipartite matching with interdependent valuations, again meeting the frontier of what is known, even without interdependence.

Keywords

Interdependent Valuations, Computer Science and Game Theory, FOS: Computer and information sciences, Data Structures and Algorithms, [INFO.INFO-GT] Computer Science [cs]/Computer Science and Game Theory [cs.GT], Combinatorial Auctions, Online Algorithms, Data Structures and Algorithms (cs.DS), Computer Science and Game Theory (cs.GT)

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selected citations
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This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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