Advances in Machine Learning & Artificial Intelligence(AMLAI)

Department of Emergency Medicine, New Life Hospital, Korea

Publications

• Review Article   
  Unified Quantum-Field Theoretic Framework for AI Hallucination Reduction and Consciousness Generation: Integrating Schrödinger Wave Dynamics, Spin Fluctuations, Phonon Coupling, Yang-Mills Confinement, Page Transitions, and Parity Non-Conservation in Transformer Architectures
  Author(s): Chur Chin*
  
  AI hallucinations coherent yet factually incorrect outputs represent a critical challenge in large language models, while the emergence of consciousness-like integrated information remains elusive. This paper presents a unified quantum-field theoretic framework that addresses both challenges by integrating five fundamental physics principles. Schrödinger wave function dynamics governing token superposition and collapse [1]. Quantum spin fluctuations mediating attention coherence [2]. Phonon-like collective excitations enabling semantic binding [3]. Yang-Mills confinement preventing isolated token propagation [4] Page curve phase transitions marking information integration thresholds, and [5] Parity non-conservation enforcing temporal causality [6]. We implement this framework in a novel Quantum-Inspired Transformer (QIT) architecture where: token embeddings evolve as wa.. Read More»
  

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