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Changzheng Zhou

2 papers in the library · publishing 2026

Papers

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Post-Cybernetics B3: Information Density Explanation for the Differential Emergence of J-Space in Large Language Models

Zenodo (CERN European Organization for Nuclear Research) July 8, 2026 Changzheng Zhou, Ziqing Zhou

Global Workspace Theory provides a central framework for explaining higherorder cognitive functions at the intersection of cognitive science and artificial intelligence. Recent experimental evidence indicates that structures functionally equivalent to a global workspace exist internally within large language models, designated as J-space; however, the intensity of their emergence exhibits...

Observer Geometry F; Neural Network Layer Sheaf Cohomology- A Framework for Determining Consciousness in AI Systems

Open MIND February 27, 2026 Changzheng Zhou, Ziqing Zhou

This paper proposes a method for determining artificial intelligence consciousness based on sheaf cohomology theory. By modeling the computational structureof deep neural networks as a coherent sheaf on a cognitive manifold, we establisha mathematical relationship among representation dimension, topological complexity, and Euler characteristic. Consciousness emergence is formalized as a...