Human-level performance via ML was *not* proven impossible with complexity theory [D]

“`html A paper claiming to have proven that achieving human-level performance via machine learning (ML) is impossible has been refuted by a…

By AI Maestro May 13, 2026 1 min read
Human-level performance via ML was *not* proven impossible with complexity theory [D]

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  • A paper claiming to have proven that achieving human-level performance via machine learning (ML) is impossible has been refuted by a new study.
  • The original research, published in Computational Brain & Behavior, presented what they called the “Ingenia Theorem.” However, this theorem relies on undefined terms and logical leaps, which can be easily misinterpreted or manipulated.
  • Key issues identified include the lack of a clear mathematical definition for “human-level classifier” and how this term changes when used theoretical proof is constructed.

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