3 papers
cs.LG2026
Geometric Neural Operators via Lie Group-Constrained Latent Dynamics
Jiaquan Zhang, Fachrina Dewi Puspitasari, Songbo Zhang +7
Neural operators offer an effective framework for learning solutions of partial differential equations for many physical systems in a resolution-invariant and data-driven manner. E…
quant-ph2024
Quantum Dynamics of Machine Learning
Peng Wang, Maimaitiniyazi Maimaitiabudula
The quantum dynamic equation (QDE) of machine learning is obtained based on Schrödinger equation and potential energy equivalence relationship. Through Wick rotation, the relations…
quant-ph2024
Expressibility of linear combination of ansatz circuits
Peng Wang, Ruyu Yang
Variational Quantum Eigensolver is considered promising for medium-scale noisy quantum computers. Expressibility is an important metric for measuring the capability of a variationa…