Representation, Provenance, and Explanations in Database Theory and Logic (Dagstuhl Seminar 24032)

Authors Pablo Barcelo, Pierre Bourhis, Stefan Mengel, Sudeepa Roy and all authors of the abstracts in this report



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Author Details

Pablo Barcelo
  • PUC - Santiago de Chile, CL
Pierre Bourhis
  • CNRS - CRIStAL, Lille, FR
Stefan Mengel
  • CNRS, CRIL - Lens, FR
Sudeepa Roy
  • Duke University - Durham, US
and all authors of the abstracts in this report

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Pablo Barcelo, Pierre Bourhis, Stefan Mengel, and Sudeepa Roy. Representation, Provenance, and Explanations in Database Theory and Logic (Dagstuhl Seminar 24032). In Dagstuhl Reports, Volume 14, Issue 1, pp. 49-71, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2024)
https://doi.org/10.4230/DagRep.14.1.49

Abstract

This report documents the program and the outcomes of Dagstuhl Seminar "Representation, Provenance, and Explanations in Database Theory and Logic" (24032), which was broadly in the area of database theory. Database theory formalizes the theoretical underpinnings of databases and analyzes them with mathematical tools. We focused on questions related to the fundamental problem of efficient query evaluation: compute the answers of a query on a database. This seminar focused on three key aspects of query evaluations. (1) Representation studies the tradeoff between expressivity, compactness, and efficient computation of outputs from the inputs, including circuits and knowledge compilation forms, enumeration, and direct access. (2) Provenance captures the computation process of outputs from the inputs using a compact formula, and has applications to probabilistic databases. (3) Explanations give meaningful insights to responsibilities of different inputs toward an output beyond provenance, e.g., by using Shapley Values from co-operative game theory that has been recently popular in both DB and ML.

Subject Classification

ACM Subject Classification
  • Theory of computation → Database theory
  • Theory of computation → Data provenance
  • Theory of computation → Database query processing and optimization (theory)
  • Theory of computation → Incomplete, inconsistent, and uncertain databases
  • Theory of computation → Logic and databases
Keywords
  • Circuits
  • database theory
  • factorized databases
  • provenance
  • shapley values

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