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Efficient privacy-preserving training of quantum neural networks through ensemble encoding of quantum states

Gaoyuan Wang1,2, Jonathan Warrell1,2, and Mark Gerstein1,2,3,4,5,*

  • 1Program in Computational Biology and Bioinformatics, Yale University, New Haven, Connecticut 06520, USA
  • 2Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, Connecticut 06520, USA
  • 3Department of Computer Science, Yale University, New Haven, Connecticut 06520, USA
  • 4Department of Statistics and Data Science, Yale University, New Haven, Connecticut 06520, USA
  • 5Department of Biomedical Informatics and Data Science, Yale University, New Haven, Connecticut 06520, USA

  • *Contact author: mark@gersteinlab.org

Quantitative Assessment and Verification of Quantum Neural Network Security Based on Violations of the Bell Inequality

Yulu Zhang

Entropy 28 860 (2026)

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