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Quantum Machine Learning

Papers

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Showing 401–450 of 699 papers

TitleStatusHype
Quantum Conformal Prediction for Reliable Uncertainty Quantification in Quantum Machine LearningCode0
Model-Driven Quantum Federated Learning (QFL)—0
Quantum Deep Hedging—0
Tetra-AML: Automatic Machine Learning via Tensor Networks—0
A Framework for Demonstrating Practical Quantum Advantage: Racing Quantum against Classical Generative Models—0
Generalization of Quantum Machine Learning Models Using Quantum Fisher Information Metric—0
A Single-Step Multiclass SVM based on Quantum Annealing for Remote Sensing Data Classification—0
Tensor networks for quantum machine learning—0
MAQA: A Quantum Framework for Supervised Learning—0
Challenges and Opportunities in Quantum Machine Learning—0
Automated Vulnerability Detection in Source Code Using Quantum Natural Language Processing—0
Quantum Machine Learning Implementations: Proposals and Experiments—0
Variational Quantum Neural Networks (VQNNS) in Image Classification—0
The Robustness Verification of Linear Sound Quantum Classifiers—0
Enabling Non-Linear Quantum Operations through Variational Quantum Splines—0
Hybrid quantum-classical convolutional neural network for phytoplankton classification—0
Spacetime-Efficient Low-Depth Quantum State Preparation with ApplicationsCode0
On the universality of S_n-equivariant k-body gates—0
Quantum Machine Learning hyperparameter search—0
First steps towards quantum machine learning applied to the classification of event-related potentials—0
Fourier series weight in quantum machine learningCode0
Towards interpretable quantum machine learning via single-photon quantum walks—0
Quantum Ridgelet Transform: Winning Lottery Ticket of Neural Networks with Quantum Computation—0
Quantum anomaly detection in the latent space of proton collision events at the LHCCode1
Explaining Quantum Circuits with Shapley Values: Towards Explainable Quantum Machine LearningCode1
Learning Quantum Processes with Memory -- Quantum Recurrent Neural NetworksCode0
The quantum cost function concentration dependency on the parametrization expressivity—0
Hybrid quantum-classical convolutional neural networks to improve molecular protein binding affinity predictions—0
Quantum-inspired tensor network for Earth science—0
Asynchronous training of quantum reinforcement learning—0
VQNet 2.0: A New Generation Machine Learning Framework that Unifies Classical and Quantum—0
SEQUENT: Towards Traceable Quantum Machine Learning using Sequential Quantum Enhanced TrainingCode0
Quantum Machine Learning Applied to the Classification of Diabetes—0
Restricting to the chip architecture maintains the quantum neural network accuracyCode0
Improving Convergence for Quantum Variational Classifiers using Weight Re-Mapping—0
The Quantum Path Kernel: a Generalized Quantum Neural Tangent Kernel for Deep Quantum Machine Learning—0
Hybrid Quantum-Classical Generative Adversarial Network for High Resolution Image GenerationCode1
Harmonic (Quantum) Neural Networks—0
Quantum Phase Recognition using Quantum Tensor Networks—0
Enhancing Quantum Adversarial Robustness by Randomized Encodings—0
An exponentially-growing family of universal quantum circuits—0
Numerical evidence against advantage with quantum fidelity kernels on classical data—0
Software Simulation and Visualization of Quantum Multi-Drone Reinforcement Learning—0
Benchmarking Adversarially Robust Quantum Machine Learning at Scale—0
An Invitation to Distributed Quantum Neural Networks—0
Quantum Split Neural Network Learning using Cross-Channel Pooling—0
Hybrid quantum neural network for drug response prediction—0
Resource frugal optimizer for quantum machine learning—0
Variational Quantum Kernels with Task-Specific Quantum Metric Learning—0
Reservoir Computing via Quantum Recurrent Neural Networks—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