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Quantum Machine Learning

Papers

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Showing 201–250 of 699 papers

TitleStatusHype
Quantum Curriculum Learning—0
Flood Prediction Using Classical and Quantum Machine Learning Models—0
Harnessing Quantum Support Vector Machines for Cross-Domain Classification of Quantum StatesCode0
Quantum Machine Learning: The Superhero That Classical Machine Learning Never Knew It NeededCode0
A Matrix Product State Model for Simultaneous Classification and Generation—0
Machine Learning Applications of Quantum Computing: A Review—0
On the relation between trainability and dequantization of variational quantum learning models—0
Reinforcement learning-based architecture search for quantum machine learning—0
Statistics-Informed Parameterized Quantum Circuit via Maximum Entropy Principle for Data Science and Finance—0
Quantum Visual Feature Encoding Revisited—0
Training-efficient density quantum machine learning—0
Graph Neural Networks on Quantum Computers—0
Multi-Scale Feature Fusion Quantum Depthwise Convolutional Neural Networks for Text ClassificationCode0
Adversarial Robustness Guarantees for Quantum Classifiers—0
An Independent Implementation of Quantum Machine Learning Algorithms in Qiskit for Genomic Data—0
Feature Importance and Explainability in Quantum Machine LearningCode0
Universal replication of chaotic characteristics by classical and quantum machine learning—0
Prospects of Privacy Advantage in Quantum Machine Learning—0
Graph Neural Networks for Parameterized Quantum Circuits Expressibility Estimation—0
Separable Power of Classical and Quantum Learning Protocols Through the Lens of No-Free-Lunch Theorem—0
Diabetic Retinopathy Detection Using Quantum Transfer Learning—0
Quantum AI for Alzheimer's disease early screening—0
Expanding the Horizon: Enabling Hybrid Quantum Transfer Learning for Long-Tailed Chest X-Ray ClassificationCode0
Machine Learning for Quantum Computing Specialists—0
Permutation-equivariant quantum convolutional neural networks—0
Quantum Patch-Based Autoencoder for Anomaly SegmentationCode0
Constructing Optimal Noise Channels for Enhanced Robustness in Quantum Machine Learning—0
Guided-SPSA: Simultaneous Perturbation Stochastic Approximation assisted by the Parameter Shift RuleCode0
Guardians of the Quantum GAN—0
A Comparative Analysis of Adversarial Robustness for Quantum and Classical Machine Learning Models—0
PristiQ: A Co-Design Framework for Preserving Data Security of Quantum Learning in the Cloud—0
On-board classification of underwater images using hybrid classical-quantum CNN based method—0
A Modified Depolarization Approach for Efficient Quantum Machine Learning—0
Efficient Quantum Circuits for Machine Learning Activation Functions including Constant T-depth ReLU—0
Quantum Circuit C^*-algebra Net—0
QFNN-FFD: Quantum Federated Neural Network for Financial Fraud Detection—0
Optimizing Quantum Convolutional Neural Network Architectures for Arbitrary Data Dimension—0
On Optimizing Hyperparameters for Quantum Neural NetworksCode0
Quantum Algorithms: A New Frontier in Financial Crime Prevention—0
Image Classification with Rotation-Invariant Variational Quantum Circuits—0
Early-stage detection of cognitive impairment by hybrid quantum-classical algorithm using resting-state functional MRI time-series—0
FedQNN: Federated Learning using Quantum Neural Networks—0
Empowering Credit Scoring Systems with Quantum-Enhanced Machine Learning—0
Better than classical? The subtle art of benchmarking quantum machine learning modelsCode7
Jet Discrimination with Quantum Complete Graph Neural NetworkCode0
Qubit-Wise Architecture Search Method for Variational Quantum Circuits—0
Parameterized quantum comb and simpler circuits for reversing unknown qubit-unitary operations—0
EEG-based Dementia Classification Using CS-EMD Synchrony Features and Quantum Machine Learning—0
Quantum Mixed-State Self-Attention Network—0
Classification of the Fashion-MNIST Dataset on a Quantum Computer—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