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Quantum Machine Learning

Papers

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Showing 226–250 of 699 papers

TitleStatusHype
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