Author

Dibakar Sigdel

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Jul 2026

Quantum Port-Hamiltonian Neural Networks: Learning Conservative and Dissipative Dynamics via Measurement-Induced Nonlinearity

Q-pHNNs are introduced, parameterised quantum circuits that learn classical dynamics in a structure-preserving manner and dissipation becomes an intrinsically quantum effect: energy leaves through the act of measurement.

Dibakar Sigdel · arXiv.org · 0 citations