Much resistance to attributing minimal consciousness to simple learning systems is driven by conflating consciousness with self-consciousness

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• Human consciousness is tied to a biological learning algorithm — the simplest algorithm discoverable by evolutionary search to train a self-organizing biological substrate to become intelligent.claim0.817
  Core theoretical claim connecting consciousness to biological learning
• The systematic behavioral shift of LLMs under self-referential processing conditions predicted by consciousness theories represents something more structured than superficial correlations in training dataclaim0.811
  The paper's claim that theoretical convergence across GWT, RPT, HOT, IIT makes the findings non-coincidental
• What is the underlying base rate of consciousness self-reports in models that are otherwise identical but without consciousness-denial fine-tuning?question0.802
  Open question about RLHF confound; requires access to base models for resolution
• Consciousness is the simplest learning algorithm discoverable by evolutionary search to train a self-organizing biological substrate to become intelligent in service of agencyhypothesis0.802
  CIMC's specific account of what consciousness is and why it evolved
• if consciousness emerges from self-organization rather than top-down learning paradigms, how should we think about alignment?question0.799
  Open research question at intersection of consciousness research and AI safety
• Different learning systems facing similar computational problems will converge to similar consciousness-like solutions, including potentially biological and artificial systemshypothesis0.798
  Extension of the Universality Hypothesis to consciousness: if consciousness solves a well-defined computational problem, different systems will discover it independently
• We hypothesize that consciousness may be at the heart of a universal biological learning algorithm — one that runs on self-organizing groups of communicating cells sharing evolutionary incentives — and that it creates rather than results from organized mental architecture.hypothesis0.798
  The Genesis Hypothesis as explicit predictive conjecture
• All cognitive systems have some degree of consciousness.hypothesis0.790
  Gradualism implies that if brains are conscious, so are other tissues with similar mechanisms.