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Quantum Machine Learning

Papers

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Showing 101–150 of 699 papers

TitleStatusHype
Opportunities and limitations of explaining quantum machine learning—0
Quantum Machine Learning in Log-based Anomaly Detection: Challenges and Opportunities—0
QuLTSF: Long-Term Time Series Forecasting with Quantum Machine LearningCode0
Evolutionary Optimization for Designing Variational Quantum Circuits with High Model Capacity—0
Optimizing Hyperparameters for Quantum Data Re-Uploaders in Calorimetric Particle Identification—0
Data-Dependent Generalization Bounds for Parameterized Quantum Models Under Noise—0
The Stabilizer Bootstrap of Quantum Machine Learning with up to 10000 qubits—0
Experimental Machine Learning with Classical and Quantum Data via NMR Quantum Kernels—0
Data Efficient Prediction of excited-state properties using Quantum Neural Networks—0
Regression and Classification with Single-Qubit Quantum Neural Networks—0
Mitigating exponential concentration in covariant quantum kernels for subspace and real-world data—0
Quantum vs. Classical Machine Learning Algorithms for Software Defect Prediction: Challenges and Opportunities—0
LEP-QNN: Loan Eligibility Prediction Using Quantum Neural Networks—0
Lean classical-quantum hybrid neural network model for image classification—0
Reinforcement learning to learn quantum states for Heisenberg scaling accuracyCode0
Quantum Pointwise Convolution: A Flexible and Scalable Approach for Neural Network Enhancement—0
The role of data-induced randomness in quantum machine learning classification tasks—0
Predicting Water Quality using Quantum Machine Learning: The Case of the Umgeni Catchment (U20A) Study Region—0
Integrating Machine Learning and Quantum Circuits for Proton Affinity Predictions—0
Mixed-State Quantum Denoising Diffusion Probabilistic Model—0
A quantum inspired predictor of Parkinsons disease built on a diverse, multimodal dataset—0
Adversarial Data Poisoning Attacks on Quantum Machine Learning in the NISQ Era—0
Quantum Kernel-Based Long Short-term Memory—0
Digital-Analog Quantum Machine Learning—0
Quantum Machine Learning: An Interplay Between Quantum Computing and Machine Learning—0
Leveraging Pre-Trained Neural Networks to Enhance Machine Learning with Variational Quantum Circuits—0
Empirical Quantum Advantage Analysis of Quantum Kernel in Gene Expression Data—0
Computable Model-Independent Bounds for Adversarial Quantum Machine Learning—0
Understanding Generalization in Quantum Machine Learning with Margins—0
Quantum Diffusion Models for Few-Shot Learning—0
Expressivity of deterministic quantum computation with one qubit—0
Performance Analysis of Hybrid Quantum-Classical Convolutional Neural Networks for Audio ClassificationCode0
Information plane and compression-gnostic feedback in quantum machine learning—0
An Exponential Separation Between Quantum and Quantum-Inspired Classical Algorithms for Linear Systems—0
Distribution alignment based transfer fusion frameworks on quantum devices for seeking quantum advantages—0
Lorentz-Equivariant Quantum Graph Neural Network for High-Energy Physics—0
Quantum Deep Equilibrium ModelsCode0
Hybrid model of the kernel method for quantum computers—0
Robustness and Generalization in Quantum Reinforcement Learning via Lipschitz RegularizationCode0
Method for noise-induced regularization in quantum neural networks—0
Agnostic Process Tomography—0
Exploring Channel Distinguishability in Local Neighborhoods of the Model Space in Quantum Neural NetworksCode0
Quantum-Trained Convolutional Neural Network for Deepfake Audio Detection—0
KACQ-DCNN: Uncertainty-Aware Interpretable Kolmogorov-Arnold Classical-Quantum Dual-Channel Neural Network for Heart Disease Detection—0
Integrated Encoding and Quantization to Enhance Quanvolutional Neural NetworksCode0
Q-SCALE: Quantum computing-based Sensor Calibration for Advanced Learning and Efficiency—0
Multi-Omic and Quantum Machine Learning Integration for Lung Subtypes Classification—0
Resource-efficient equivariant quantum convolutional neural networks—0
Satellite image classification with neural quantum kernels—0
OrganiQ: Mitigating Classical Resource Bottlenecks of Quantum Generative Adversarial Networks on NISQ-Era Machines—0
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All datasetshttps://www.kaggle.com/datasets/saurabhshahane/classification-of-malwaresiris

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Quantum Neural NetworkF1 score0.85—Unverified
#ModelMetricClaimedVerifiedStatus
1Best ModelAverage F11—Unverified