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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 35 / No. 6: AAAI-21 Technical Tracks 6

Automated Mechanism Design for Classification with Partial Verification

February 1, 2023

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Authors

Hanrui Zhang

Duke University


Yu Cheng

University of Illinois at Chicago


Vincent Conitzer

Duke University


DOI:

10.1609/aaai.v35i6.16725


Abstract:

We study the problem of automated mechanism design with partial verification, where each type can (mis)report only a restricted set of types (rather than any other type), induced by the principal's limited verification power. We prove hardness results when the revelation principle does not necessarily hold, as well as when types have even minimally different preferences. In light of these hardness results, we focus on truthful mechanisms in the setting where all types share the same preference over outcomes, which is motivated by applications in, e.g., strategic classification. We present a number of algorithmic and structural results, including an efficient algorithm for finding optimal deterministic truthful mechanisms, which also implies a faster algorithm for finding optimal randomized truthful mechanisms via a characterization based on the notion of convexity. We then consider a more general setting, where the principal's cost is a function of the combination of outcomes assigned to each type. In particular, we focus on the case where the cost function is submodular, and give generalizations of essentially all our results in the classical setting where the cost function is additive. Our results provide a relatively complete picture for automated mechanisms design with partial verification.

Topics: AAAI

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HOW TO CITE:

Hanrui Zhang||Yu Cheng||Vincent Conitzer Automated Mechanism Design for Classification with Partial Verification Proceedings of the AAAI Conference on Artificial Intelligence (2021) 5789-5796.

Hanrui Zhang||Yu Cheng||Vincent Conitzer Automated Mechanism Design for Classification with Partial Verification AAAI 2021, 5789-5796.

Hanrui Zhang||Yu Cheng||Vincent Conitzer (2021). Automated Mechanism Design for Classification with Partial Verification. Proceedings of the AAAI Conference on Artificial Intelligence, 5789-5796.

Hanrui Zhang||Yu Cheng||Vincent Conitzer. Automated Mechanism Design for Classification with Partial Verification. Proceedings of the AAAI Conference on Artificial Intelligence 2021 p.5789-5796.

Hanrui Zhang||Yu Cheng||Vincent Conitzer. 2021. Automated Mechanism Design for Classification with Partial Verification. "Proceedings of the AAAI Conference on Artificial Intelligence". 5789-5796.

Hanrui Zhang||Yu Cheng||Vincent Conitzer. (2021) "Automated Mechanism Design for Classification with Partial Verification", Proceedings of the AAAI Conference on Artificial Intelligence, p.5789-5796

Hanrui Zhang||Yu Cheng||Vincent Conitzer, "Automated Mechanism Design for Classification with Partial Verification", AAAI, p.5789-5796, 2021.

Hanrui Zhang||Yu Cheng||Vincent Conitzer. "Automated Mechanism Design for Classification with Partial Verification". Proceedings of the AAAI Conference on Artificial Intelligence, 2021, p.5789-5796.

Hanrui Zhang||Yu Cheng||Vincent Conitzer. "Automated Mechanism Design for Classification with Partial Verification". Proceedings of the AAAI Conference on Artificial Intelligence, (2021): 5789-5796.

Hanrui Zhang||Yu Cheng||Vincent Conitzer. Automated Mechanism Design for Classification with Partial Verification. AAAI[Internet]. 2021[cited 2023]; 5789-5796.


ISSN: 2374-3468


Published by AAAI Press, Palo Alto, California USA
Copyright 2022, Association for the Advancement of
Artificial Intelligence 1900 Embarcadero Road, Suite
101, Palo Alto, California 94303 All Rights Reserved

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