操纵和同行机制：调查

IF 5.1 2区计算机科学 Q1 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE

Artificial Intelligence Pub Date : 2024-08-02 DOI:10.1016/j.artint.2024.104196

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引用次数: 0

摘要

在同侪机制中，奖项的竞争者也决定谁会获奖。每个竞争者都可能被要求对同伴进行排名、打分或提名。由于奖品可能是有价值的，如助学金、课程成绩或会议奖项，竞争者可能会受到诱惑而操纵该机制。我们调查了防止或阻止操纵同伴机制的方法。最后，我们指出了几项重要的研究挑战。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

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Manipulation and peer mechanisms: A survey

In peer mechanisms, the competitors for a prize also determine who wins. Each competitor may be asked to rank, grade, or nominate peers for the prize. Since the prize can be valuable, such as financial aid, course grades, or an award at a conference, competitors may be tempted to manipulate the mechanism. We survey approaches to prevent or discourage the manipulation of peer mechanisms. We conclude our survey by identifying several important research challenges.

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来源期刊

Artificial Intelligence 工程技术-计算机：人工智能

CiteScore

11.20

自引率

1.40%

发文量

118

审稿时长

8 months

期刊介绍： The Journal of Artificial Intelligence (AIJ) welcomes papers covering a broad spectrum of AI topics, including cognition, automated reasoning, computer vision, machine learning, and more. Papers should demonstrate advancements in AI and propose innovative approaches to AI problems. Additionally, the journal accepts papers describing AI applications, focusing on how new methods enhance performance rather than reiterating conventional approaches. In addition to regular papers, AIJ also accepts Research Notes, Research Field Reviews, Position Papers, Book Reviews, and summary papers on AI challenges and competitions.