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Mathematical Explanation in Computer Science

André Curtis-Trudel

2023Philosophy of Science16 citationsDOIOpen Access PDF

Abstract

Abstract This note scouts a broad but underexplored class of explanations found in contemporary computer science. These explanations, which I call limitative explanations, explain why certain problems cannot be solved computationally. Limitative explanations are philosophically rich, but have not received the attention they deserve. The primary goals of this note are to isolate limitative explanations and provide a preliminary account of what makes them explanatory. On the account I favor, limitative explanations are a kind of non-causal mathematical explanation which depend on highly idealized models of computation.

Topics & Concepts

Class (philosophy)EpistemologyComputer scienceCognitive sciencePsychologyPhilosophyComputability, Logic, AI AlgorithmsExplainable Artificial Intelligence (XAI)Philosophy and History of Science
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