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Summary of The Sets Of Power, by Joao Marques-silva (1) et al.


The Sets of Power

by Joao Marques-Silva, Carlos Mencía, Raúl Mencía

First submitted to arxiv on: 10 Oct 2024

Categories

  • Main: Artificial Intelligence (cs.AI)
  • Secondary: None

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GrooveSquid.com Paper Summaries

GrooveSquid.com’s goal is to make artificial intelligence research accessible by summarizing AI papers in simpler terms. Each summary below covers the same AI paper, written at different levels of difficulty. The medium difficulty and low difficulty versions are original summaries written by GrooveSquid.com, while the high difficulty version is the paper’s original abstract. Feel free to learn from the version that suits you best!

Summary difficulty Written by Summary
High Paper authors High Difficulty Summary
Read the original abstract here
Medium GrooveSquid.com (original content) Medium Difficulty Summary
This paper explores measures of voting power and relative importance across various domains, including inconsistent knowledge bases, argumentation, database management, and explainability. Building on decades of research in this area, the authors demonstrate that these different examples can be instantiated from a more general problem domain. They then show how to compute well-known measures of importance for any reference set using a monotonically increasing predicate. The paper also highlights several potential research directions related to computing measures of importance.
Low GrooveSquid.com (original content) Low Difficulty Summary
This paper is about measuring the importance of things in different situations. Imagine you’re trying to decide which arguments are most convincing or which pieces of information are most relevant. Researchers have been studying how to do this for a long time, and now they’ve figured out that many different problems can be solved using the same ideas. The authors explain how to use these ideas to measure importance in new situations, and they also suggest some areas where more research is needed.

Keywords

» Artificial intelligence