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Probabilistic algorithmic knowledge

Conference Paper Accepted Paper Artificial Intelligence ยท Logic in Computer Science

Abstract

The frameworkof algorithmic knowledge assumes that agents use deterministic knowledge algorithms to compute the facts they explicitly know. We extend the framework to allow for randomized knowledge algorithms. We then characterize the information provided by a randomized knowledge algorithm when its answers have some probability of being incorrect. We formalize this information in terms of evidence; a randomized knowledge algorithm returning "Yes" to a query about a fact ~oprovides evidence for qobeing true. Finally, we discuss the extent to which this evidence can be used as a basis for decisions.

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Context

Venue
Conference on Theoretical Aspects of Rationality and Knowledge
Archive span
1986-2025
Indexed papers
500
Paper id
1123834104450502767
v2026.09.13