Setting the Demons Loose: Computational Irreducibility Does Not Guarantee Unpredictability or Emergence
Hamed Tabatabaei Ghomi
Abstract
Abstract A phenomenon resulting from a computationally irreducible (or computationally incompressible) process is supposedly unpredictable except via simulation. This notion of unpredictability has been deployed to formulate recent accounts of computational emergence. Via a technical analysis, I show that computational irreducibility can establish the impossibility of prediction only with respect to maximum standards of precision. By articulating the graded nature of prediction, I show that unpredictability to maximum standards is not equivalent to being unpredictable in general. I conclude that computational irreducibility fails to fulfill its assigned philosophical roles in theories of computational emergence.
Topics & Concepts
IrreducibilityImpossibilityComputer scienceComputational modelProcess (computing)PhenomenonMathematicsMathematical economicsEpistemologyArtificial intelligencePhilosophyPure mathematicsLawPolitical scienceOperating systemComputability, Logic, AI AlgorithmsPhilosophy and History of ScienceEvolutionary Algorithms and Applications