From Cacophony to Hierarchy: A Framework for Assessing AI Consciousness

What it is

A September 2026 arXiv paper by Shamil Chandaria, Anil Seth, Henry Shevlin, Murray Shanahan, Shane Legg and others. It extends Marr's levels of analysis into a five-level hierarchy of functional descriptions to organize competing theories of whether AI could be conscious.

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