lie groups 1observable decomposition 1quantum machine learning 1quantum neural networks 1spectral analysis 1variational quantum circuits 1
From the 1 of 2 linked papers with an AI index.
2 papers
quant-ph2026
Quasi-polar Decomposition of Quantum Neural Networks via Adaptive Non-local Observables
Shih-Hao Ho, Yan Li, Huan-Hsin Tseng +3
The paper proposes a Diagonal Adaptive Non‑local Observables (DANO) framework that decomposes variational quantum circuit observables into diagonal spectra and unitary bases, treat…
quant-ph2026
Diagonal Adaptive Non-local Observables on Quantum Neural Networks
Huan-Hsin Tseng, Yan Li, Hsin-Yi Lin +1
Adaptive Non-local Observables (ANOs) have shown that making quantum observables dynamic can substantially enlarge the function space of Variational Quantum Algorithms, partly shif…