kaal:claim:3782201-012

Suggestions that artificial intelligence will solve the rigidity of centralized reputation systems are misguided and will fail for the same reason, because neural networks are merely a complex mathematical architecture for statistical regression, which is always extremely unreliable when applied to novel situations.

Source quote, verbatim

Suggestions that AI will solve these problems are misguided, and will fail for the same reason. Neural networks are merely a complex mathematical ar- chitecture for performing statistical regression, which is always extremely unreliable when applied to novel situations.

From

Craig Calcaterra, Wulf A. Kaal, Future of Decentralization (2021), Reputation systems and Orwellian nightmares, p. 17
https://ssrn.com/abstract=3782201 · source PDF

Cite as

Craig Calcaterra, Wulf A. Kaal, Future of Decentralization (2021). SSRN: https://ssrn.com/abstract=3782201

Holds when

where new social situations continually arise that lie outside the training distribution

Classification

failuresupport: arguedfailure: regression failure on novel situationsfamily: ai-model-and-training-failureai-and-agents

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