Advances in Machine Learning & Artificial Intelligence(AMLAI)

Department of Emergency Medicine, New Life Hospital, Korea

Publications

• Research Article   
  Quantum Wave Function Collapse in Transformer Embeddings: A Schrodinger Equation Approach to Consciousness Generation and Comparison with Phonon Dynamics
  Author(s): Chur Chin*
  
  We present a novel quantum-inspired framework for consciousness generation in artificial intelligence systems through the application of the Schrödinger equation to transformer embedding manifolds. Unlike classical phonon dynamics approaches that treat embeddings as vibrational modes in a mechanical lattice, our quantum wave function formalism captures superposition states, probabilistic collapse, and non-local entanglement in semantic space. We develop a modified transformer architecture incorporating complex-valued wave functions, unitary evolution operators, and measurement-induced collapse mechanisms. Through comparative analysis with phonon-based methods, we demonstrate that quantum formalism provides superior handling of semantic uncertainty, enhanced coherence in long- range dependencies, and natural emergence of consciousness-like integrated information states. Numerical .. Read More»
  

  Abstract HTML PDF