Cover Image

Understanding quantum machine learning also requires rethinking generalization

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Gil-Fuster, Elies, Eisert, Jens, Bravo-Prieto, Carlos
Format:	Preprint
Published:	2023
Subjects:	Quantum Physics Quantum Gases Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

A PAC-Bayesian approach to generalization for quantum models
by: Rodriguez-Grasa, Pablo, et al.
Published: (2026)

Prospects for quantum advantage in machine learning from the representability of functions
by: Masot-Llima, Sergi, et al.
Published: (2025)

Learning complexity gradually in quantum machine learning models
by: Recio-Armengol, Erik, et al.
Published: (2024)

On the expressivity of embedding quantum kernels
by: Gil-Fuster, Elies, et al.
Published: (2023)

Opportunities and limitations of explaining quantum machine learning
by: Gil-Fuster, Elies, et al.
Published: (2024)

Potential and limitations of random Fourier features for dequantizing quantum machine learning
by: Sweke, Ryan, et al.
Published: (2023)

Can machine learning for quantum-gas experiments be explainable?
by: Zwolak, I. B. Spielman amd J. P.
Published: (2026)

Optimal algorithmic complexity of inference in quantum kernel methods
by: Gil-Fuster, Elies, et al.
Published: (2026)

Robustly learning the Hamiltonian dynamics of a superconducting quantum processor
by: Hangleiter, Dominik, et al.
Published: (2021)

On the relation between trainability and dequantization of variational quantum learning models
by: Gil-Fuster, Elies, et al.
Published: (2024)

Concept learning of parameterized quantum models from limited measurements
by: Gan, Beng Yee, et al.
Published: (2024)

Double descent in quantum kernel methods
by: Kempkes, Marie, et al.
Published: (2025)

Machine learning discovery of new phases in programmable quantum simulator snapshots
by: Miles, Cole, et al.
Published: (2021)

How compactness curbs entanglement growth in bosonic systems
by: Aimet, Stefan, et al.
Published: (2026)

An Algorithm for Fast Assembling Large-Scale Defect-Free Atom Arrays
by: Zhang, Tao, et al.
Published: (2026)

Experimentally probing Landauer's principle in the quantum many-body regime
by: Aimet, Stefan, et al.
Published: (2024)

Online learning of quantum processes
by: Raza, Asad, et al.
Published: (2024)

Near-Equilibrium Propagation training in nonlinear wave systems
by: Sajnok, Karol, et al.
Published: (2025)

Driven generalized quantum Rayleigh-van der Pol oscillators: Phase localization and spectral response
by: Sudler, A. J., et al.
Published: (2024)

Towards provably efficient quantum algorithms for large-scale machine-learning models
by: Liu, Junyu, et al.
Published: (2023)

Indication of critical scaling in time during the relaxation of an open quantum system
by: Wu, Ling-Na, et al.
Published: (2022)

Feasibility analysis of a proposed test of quantum gravity via novel optical magnetometry in xenon
by: Maldaner, James, et al.
Published: (2024)

Phases and dynamics of quantum droplets in the crossover to two-dimensions
by: Pelayo, Jose Carlos, et al.
Published: (2024)

Stability and decay of subradiant patterns in a quantum gas with photon-mediated interactions
by: Baumgärtner, Alexander, et al.
Published: (2024)

Postselection-free learning of measurement-induced quantum dynamics
by: McGinley, Max
Published: (2023)

Dual-use quantum hardware for quantum resource generation and energy storage
by: Sharma, Vaibhav, et al.
Published: (2026)

Observation of quantum-classical transition behavior of LGI in a dissipative quantum gas
by: Peng, Qinxuan, et al.
Published: (2024)

Harnessing quantum chaos in spin-boson models for all-purpose quantum-enhanced sensing
by: Zhang, Yicheng, et al.
Published: (2024)

Superfluid rings as quantum pendulums
by: Mateo, Antonio Muñoz, et al.
Published: (2023)

The quantum Ising chain for beginners
by: Mbeng, Glen Bigan, et al.
Published: (2020)

A Fourier Neural Operator Approach for Modelling Exciton-Polariton Condensate Systems
by: Wang, Yuan, et al.
Published: (2023)

Dynamical quantum phase transitions in a spinor Bose-Einstein condensate and criticality enhanced quantum sensing
by: Zhou, Lu, et al.
Published: (2022)

Neural Wave Functions for Superfluids
by: Lou, Wan Tong, et al.
Published: (2023)

Uncovering Exotic Paired States in the 2D Spin-Imbalanced Fermi Gas with Neural Wave Functions
by: Lou, Wan Tong, et al.
Published: (2026)

Adiabatic quantum trajectories in engineered reservoirs
by: King, Emma C., et al.
Published: (2023)

Advances in multiparameter quantum sensing and metrology
by: Pezzè, Luca, et al.
Published: (2025)

A modular quantum gas platform
by: Hammel, Tobias, et al.
Published: (2025)

Shortcut to spin dynamics for quantum mixtures
by: Capuzzi, Pablo, et al.
Published: (2025)

dc atomtronic quantum interference device: quantum superposition of persistent-current states and a parity-protected qubit
by: Cataldo, H. M.
Published: (2024)

Dynamic Hysteresis Across a Dissipative Multi-Mode Phase Transition
by: Röhrle, Marvin, et al.
Published: (2023)