"supporting a view of complexity as a physical quantity, with consequences for inference as artificial intelligence methods continue to evolve"

Entities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.

• Conceptual advances in the links between machine learning and evolution now provide quantitative formalisms with which to begin to develop testable models of collective intelligence across scales.claim0.800
  Asserts that the time is ripe for formal models.
• Biology commits to optimizing salience and meaning, not fidelity, via high-level, agent-based interpretation.claim0.791
  Central claim that biological memory prioritizes gestalt over details.
• "It is certainly very hard, and perhaps impossible, for mere humans to anticipate and rule out in advance all the disastrous ways the machine could choose to achieve a specified objective."quote0.790
  Russell's statement opening Section 2 articulating the core motivation for the Contemplative AI approach
• If intelligence is defined as engaged concern for problem solving, then the apparent limits of a system’s intelligence can be expanded by extending its sphere of concern.hypothesis0.780
  Predicts that care-driven expansion of concern leads to higher intelligence.
• If intelligence is defined by engaged concern for problem solving then the apparent limits of a system’s intelligence can be expanded by extending its sphere of concern.hypothesis0.777
  Hypothesis linking care scope to intelligence ceiling.
• Active inference offers a degree of plausibility as a process theory of brain function.claim0.776
  Overall assessment from Discussion.
• Applying theories to AI through the indicator method may reveal hidden ambiguities or unintended implications, motivating advocates to clarify their views.claim0.775
  Argues for productive bidirectional interaction between AI research and consciousness science
• The simple fact that intelligent agents are collectives and do not continue unchanged fulfills a necessary requirement for an open-ended evolution of intelligence.claim0.775
  Connects collective intelligence to evolutionary potential.