QML Foundations
2024 · 31 papers
A novel quantum machine learning classifier to search for new physics
2024Yang, Zhang, Yue
QML Foundations
Adversarial Quantum Machine Learning An Information-Theoretic Generalization Analysis
2024Georgiou, Jose, Simeone
QML Foundations
Bhowmik Thapliyal Quantum Machine Learning for Anomaly Detection in Consumer Electronics
2024Unknown
QML Foundations
Entanglement-induced provable and robust quantum learning advantages
2024Zhao, Deng
QML Foundations
Entangling Machine Learning with Quantum Tensor Networks
2024van der Poel, Zhao
QML Foundations
Exponential quantum advantages in learning quantum observables from classical data
2024Molteni, Gyurik, Dunjko
QML Foundations
Feature Importance and Explainability in Quantum Machine Learning
2024Power, Guha
QML Foundations
First Tree-like Quantum Data Structure Quantum B Tree
2024Liu et al.
QML Foundations
Frequency principle for quantum machine learning via Fourier analysis
2024Xu, Zhang
QML Foundations
Generalization Error in Quantum Machine Learning in the Presence of Sampling Noise
2024Hu, Gao
QML Foundations
Geometric Quantum Machine Learning with Horizontal Quantum Gates
2024Wiersema et al.
QML Foundations
Geometric quantum machine learning of BQPA protocols and latent graph classifiers
2024Umeano, Elfving, Kyriienko
QML Foundations
Leveraging Quantum Machine Learning Generalization to Significantly Speed-up Quantum Compilation
2024Kukliansky et al.
QML Foundations
Light-cone feature selection for quantum machine learning
2024Suzuki, Sakuma, Kawaguchi
QML Foundations
Measurement-based quantum machine learning
2024Calderón et al.
QML Foundations
Non-Unitary Quantum Machine Learning
2024Heredge et al.
QML Foundations
Opportunities and limitations of explaining quantum machine learning
2024Gil-Fuster et al.
QML Foundations
PAC-learning of free-fermionic states is NP-hard
2024Bittel et al.
QML Foundations
Paving the Way to Hybrid Quantum-Classical Scientific Workflows
2024Cranganore et al.
QML Foundations
Piecewise Polynomial Tensor Network Quantum Feature Encoding
2024Ali, Kabel
QML Foundations
Predicting quantum materials properties using novel faithful machine learning embeddings
2024Nop et al.
QML Foundations
Quantum Machine Learning With a Limited Number Of Qubits
2024Bilek
QML Foundations
Quantum Resonant Dimensionality Reduction and Its Application in Quantum Machine Learning
2024Yang et al.
QML Foundations
Quantum walks on graphs embedded in orientable surfaces
2024Higushi, Segawa
QML Foundations
Single-shot quantum machine learning
2024Recio-Armengol, Eisert, Meyer
QML Foundations
Strategic Data Re-Uploads A Pathway to Improved Quantum Classification Data Re-Uploading Strategies for Improved Quantum Classifier Performance
2024Aminpour, Sharif
QML Foundations
The Quantum Imitation Game Reverse Engineering of Quantum Machine Learning Models
2024Gosh, Gosh
QML Foundations
Trainability of a quantum-classical machine in the NISQ era
2024Duta et al.
QML Foundations
Training-efficient density quantum machine learning
2024Coyle et al.
QML Foundations
Understanding Generalization in Quantum Machine Learning with Margins
2024Hur, Park
QML Foundations
Why we care about quantum machine learning
2024Wolf
QML Foundations