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Quantum Machine Learning

Papers

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Showing 351–400 of 699 papers

TitleStatusHype
Blind quantum machine learning with quantum bipartite correlator—0
A Hyperparameter Study for Quantum Kernel Methods—0
Machine Learning in the Quantum Age: Quantum vs. Classical Support Vector MachinesCode0
Certainty In, Certainty Out: REVQCs for Quantum Machine Learning—0
A Survey on Quantum Machine Learning: Current Trends, Challenges, Opportunities, and the Road Ahead—0
Quantum Machine Learning in Climate Change and Sustainability: a Review—0
Non-asymptotic Approximation Error Bounds of Parameterized Quantum Circuits—0
Federated Quantum Machine Learning with Differential Privacy—0
Bringing Quantum Algorithms to Automated Machine Learning: A Systematic Review of AutoML Frameworks Regarding Extensibility for QML Algorithms—0
Learning Quantum Processes with Quantum Statistical QueriesCode0
Approximately Equivariant Quantum Neural Network for p4m Group Symmetries in Images—0
Learning unitaries with quantum statistical queries—0
Tensor Ring Optimized Quantum-Enhanced Tensor Neural NetworksCode0
A hybrid quantum-classical conditional generative adversarial network algorithm for human-centered paradigm in cloud—0
Statistical Analysis of Quantum State Learning Process in Quantum Neural NetworksCode0
SLIQ: Quantum Image Similarity Networks on Noisy Quantum ComputersCode0
Expressive variational quantum circuits provide inherent privacy in federated learning—0
Potential and limitations of random Fourier features for dequantizing quantum machine learning—0
Coreset selection can accelerate quantum machine learning models with provable generalization—0
Differentiable Quantum Architecture Search for Quantum Reinforcement Learning—0
Quantum Machine Learning in the Cognitive Domain: Alzheimer's Disease Study—0
All you need is spin: SU(2) equivariant variational quantum circuits based on spin networksCode0
A quantum tug of war between randomness and symmetries on homogeneous spaces—0
Detecting Violations of Differential Privacy for Quantum Algorithms—0
Adversarial attacks on hybrid classical-quantum Deep Learning models for Histopathological Cancer Detection—0
Let Quantum Neural Networks Choose Their Own Frequencies—0
Mutual Information Maximizing Quantum Generative Adversarial Network and Its Applications in Finance—0
What can we learn from quantum convolutional neural networks?—0
Sub-universal variational circuits for combinatorial optimization problemsCode0
Application of Quantum Pre-Processing Filter for Binary Image Classification with Small SamplesCode0
QKSAN: A Quantum Kernel Self-Attention Network—0
MosaiQ: Quantum Generative Adversarial Networks for Image Generation on NISQ Computers—0
Several fitness functions and entanglement gates in quantum kernel generation—0
Quantum-Inspired Machine Learning: a Survey—0
Evaluating quantum generative models via imbalanced data classification benchmarks—0
Quantum State Tomography using Quantum Machine Learning—0
Implementing Quantum Generative Adversarial Network (qGAN) and QCBM in Finance—0
Neural Networks for Programming Quantum AnnealersCode0
Financial Fraud Detection: A Comparative Study of Quantum Machine Learning Models—0
High-rate discretely-modulated continuous-variable quantum key distribution using quantum machine learning—0
Semisupervised Anomaly Detection using Support Vector Regression with Quantum Kernel—0
Hybrid quantum transfer learning for crack image classification on NISQ hardware—0
A supervised hybrid quantum machine learning solution to the emergency escape routing problem—0
Quantum Convolutional Neural Networks with Interaction Layers for Classification of Classical DataCode0
Higher-order topological kernels via quantum computation—0
Quantum Autoencoders for Learning Quantum Channel Codes—0
Explainable quantum regression algorithm with encoded data structure—0
Quantum Machine Learning on Near-Term Quantum Devices: Current State of Supervised and Unsupervised Techniques for Real-World Applications—0
Inter-case Predictive Process Monitoring: A candidate for Quantum Machine Learning?—0
Exponential separations between classical and quantum learners—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