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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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Susan A. Mengel

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Preprint Sep 2026

On Embedding Design in Quantum Physics-Informed Neural Networks

Quantum physics-informed neural networks (QPINNs) solve partial differential equations (PDEs) by training parameterized quantum circuits against physics-based residuals, yet the role of the embedding that maps coordinates into quantum states remains insufficiently understood. In this research, we introduce a unified em...

B. Tran, Nahid Binandeh Dehaghani, Susan A. Mengel et al. · 0 citations

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