Complexity Theory

2 items

RESEARCH↑ trendingReddit r/MachineLearning·27d ago

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

A new paper refutes the "Ingenia Theorem," which claimed to prove the impossibility of AGI via ML using complexity theory. The refutation argues the original proof is flawed due to an undefined "human-level classifier" and a swap in formal definitions.

Theoretical AI Proof Refutation AGI machine learning

ARTICLEDEV.to AI·4/28/2026

Everhayes Academy (Everhayes Omnis Academy): Markets Are Not Random

Everhayes Academy's research reveals that financial markets, while appearing random, possess identifiable, logically consistent underlying patterns driven by multiple interacting variables like capital flows and market sentiment. Understanding this distinction between randomness and complexity is crucial for systemic cognition of market behavior.

market dynamics Complexity Theory Financial Markets

Complexity Theory

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

Everhayes Academy (Everhayes Omnis Academy): Markets Are Not Random

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