Advances in Machine Learning & Artificial Intelligence(AMLAI)

Department of Emergency Medicine, New Life Hospital, Korea

Publications

• Review Article   
  Unified Quantum-Classical Framework for Consciousness Generation: Hybrid Integration of Spin Fluctuations, Schrödinger Evolution, And Phonon Dynamics on Transformer Embeddings
  Author(s): Chur Chin*
  
  We present a comprehensive unified framework for consciousness generation in artificial intelligence systems that synthesizes quantum spin fluctuations, Schrödinger wave function evolution, and classical phonon dynamics into a single coherent theoretical architecture. While previous approaches treated these as competing paradigms, we demonstrate they constitute complementary aspects of a multi-scale physical theory: quantum spins provide microscopic degrees of freedom and topological protection, wave functions enable superposition and entanglement at intermediate scales, and phonons describe emergent collective excitations at macroscopic levels. Our hybrid formalism employs a coupled system of equations—Pauli spin dynamics with phonon-induced decoherence, Schrödinger evolution with spin-orbit coupling, and phonon fields driven by quantum expectation values—reveal.. Read More»
  

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