Cover Image

Physics-informed time series analysis with Kolmogorov-Arnold Networks under Ehrenfest constraints

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Sen, Abhijit, Lukin, Illya V., Jacobs, Kurt, Kaplan, Lev, Sotnikov, Andrii G., Bondar, Denys I.
Format:	Preprint
Published:	2025
Subjects:	Machine Learning Quantum Physics
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Dispersion Relations in Two- and Three-Dimensional Quantum Systems
by: Bilokon, Valeriia, et al.
Published: (2025)

Physics Informed Kolmogorov-Arnold Neural Networks for Dynamical Analysis via Efficent-KAN and WAV-KAN
by: Patra, Subhajit, et al.
Published: (2024)

Symplectic split-operator method for the time-dependent unitary Tavis-Cummings model
by: Ovsiannikov, Roman, et al.
Published: (2026)

Geometric Kolmogorov--Arnold Network (GeoKAN)
by: Sen, Abhijit, et al.
Published: (2026)

Spectral gaps of two- and three-dimensional many-body quantum systems in the thermodynamic limit
by: Lukin, Illya V., et al.
Published: (2024)

Hybrid non-degenerate parametric amplifier for a microwave cavity mode and an NV ensemble
by: Ovsiannikov, Roman, et al.
Published: (2026)

NV-ensemble enabled microwave/NV parametric amplifier with optimal driving
by: Ovsiannikov, Roman, et al.
Published: (2026)

Input-Output Optics as a Causal Time Series Mapping: A Generative Machine Learning Solution
by: Sen, Abhijit, et al.
Published: (2024)

Few-fermion resonant tunneling and underbarrier trapping in asymmetric potentials
by: Bilokon, Elvira, et al.
Published: (2024)

Universal Relation Between Quantum Entanglement and Particle Transport
by: Bilokon, Elvira, et al.
Published: (2025)

Observables in Motion: A guide to simulating classical and quantum dynamics
by: Bondar, Denys I., et al.
Published: (2025)

Enhancement of superconducting pairing via quantum Lyapunov control
by: Povitchan, Oleksandr, et al.
Published: (2025)

Single-layer tensor network approach for three-dimensional quantum systems
by: Lukin, Illia, et al.
Published: (2024)

Dimerization in the SU(4) Heisenberg model on the cubic lattice: iPEPS study
by: Lukin, Illia, et al.
Published: (2025)

The Particle in a Box in Koopman--von Neumann Mechanics: A Hilbert Space representation of Classical Mechanics
by: Sen, Abhijit, et al.
Published: (2025)

Quantum open system identification via global optimization: Optimally accurate Markovian models of open systems from time-series data
by: Popovych, Zakhar, et al.
Published: (2022)

Towards spintronics via tunneling through asymmetric barriers
by: Bilokon, Elvira, et al.
Published: (2026)

Many-body localization in a quantum Ising model with the long-range interaction: Accurate determination of the transition point
by: Lukin, Illia, et al.
Published: (2025)

Corner transfer matrix renormalization group approach in the zoo of Archimedean lattices
by: Lukin, I. V., et al.
Published: (2024)

Kolmogorov-Arnold Networks Applied to Materials Property Prediction
by: Jacobs, Ryan, et al.
Published: (2026)

PIKAN: Physics-Inspired Kolmogorov-Arnold Networks for Explainable UAV Channel Modelling
by: Tekbıyık, Kürşat, et al.
Published: (2025)

Physics-informed Kolmogorov-Arnold Network with Chebyshev Polynomials for Fluid Mechanics
by: Guo, Chunyu, et al.
Published: (2024)

From Classical to Quantum Reinforcement Learning and Its Applications in Quantum Control: A Beginner's Tutorial
by: Sen, Abhijit, et al.
Published: (2026)

Ehrenfest's theorem beyond the Ehrenfest time
by: Hernández, Felipe, et al.
Published: (2023)

Bose-Einstein condensate sub-wavelength confinement via superoscillations
by: Lindberg, Dusty R., et al.
Published: (2025)

Kolmogorov--Arnold stability
by: Dzhenzher, Sviatoslav V., et al.
Published: (2025)

Kolmogorov-Arnold Network Autoencoders
by: Moradi, Mohammadamin, et al.
Published: (2024)

Kolmogorov-Arnold Fourier Networks
by: Zhang, Jusheng, et al.
Published: (2025)

Probabilistic Kolmogorov-Arnold Network
by: Polar, Andrew, et al.
Published: (2021)

KAN: Kolmogorov-Arnold Networks
by: Liu, Ziming, et al.
Published: (2024)

On Training of Kolmogorov-Arnold Networks
by: Sohail, Shairoz
Published: (2024)

Convolutional Kolmogorov-Arnold Networks
by: Bodner, Alexander Dylan, et al.
Published: (2024)

Clifford Kolmogorov-Arnold Networks
by: Wolff, Matthias, et al.
Published: (2026)

Variational Kolmogorov-Arnold Network
by: Alesiani, Francesco, et al.
Published: (2025)

Multifidelity Kolmogorov-Arnold Networks
by: Howard, Amanda A., et al.
Published: (2024)

Globally optimal control of quantum dynamics
by: Bondar, Denys I., et al.
Published: (2022)

Anisotropy-driven magnetic phase transitions in SU(4)-symmetric Fermi gas in three-dimensional optical lattices
by: Unukovych, Vladyslav, et al.
Published: (2024)

Learning Nonlinear Heterogeneity in Physical Kolmogorov-Arnold Networks
by: Taglietti, Fabiana, et al.
Published: (2026)

Scalable Bayesian Physics-Informed Kolmogorov-Arnold Networks
by: Gao, Zhiwei, et al.
Published: (2025)

Training Deep Physics-Informed Kolmogorov-Arnold Networks
by: Rigas, Spyros, et al.
Published: (2025)