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Quantum Machine Learning

Papers

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Showing 301–350 of 699 papers

TitleStatusHype
Bridging Classical and Quantum Machine Learning: Knowledge Transfer From Classical to Quantum Neural Networks Using Knowledge Distillation—0
Quantum-Enhanced Support Vector Machine for Large-Scale Stellar Classification with GPU Acceleration—0
Training robust and generalizable quantum modelsCode0
Symmetry-invariant quantum machine learning force fields—0
Quantum-Assisted Simulation: A Framework for Developing Machine Learning Models in Quantum Computing—0
sQUlearn -- A Python Library for Quantum Machine LearningCode1
Quantum Machine Learning for Remote Sensing: Exploring potential and challenges—0
Disentangling Quantum and Classical Contributions in Hybrid Quantum Machine Learning Architectures—0
3D-QAE: Fully Quantum Auto-Encoding of 3D Point Clouds—0
Expressibility-induced Concentration of Quantum Neural Tangent Kernels—0
Hybrid quantum image classification and federated learning for hepatic steatosis diagnosis—0
Learning quantum states and unitaries of bounded gate complexityCode0
A general learning scheme for classical and quantum Ising machinesCode0
Unifying (Quantum) Statistical and Parametrized (Quantum) Algorithms—0
Quantum Long Short-Term Memory (QLSTM) vs Classical LSTM in Time Series Forecasting: A Comparative Study in Solar Power Forecasting—0
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
Generative quantum machine learning via denoising diffusion probabilistic modelsCode1
Bringing Quantum Algorithms to Automated Machine Learning: A Systematic Review of AutoML Frameworks Regarding Extensibility for QML Algorithms—0
Approximately Equivariant Quantum Neural Network for p4m Group Symmetries in Images—0
Learning unitaries with quantum statistical queries—0
Learning Quantum Processes with Quantum Statistical QueriesCode0
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
A hybrid quantum-classical fusion neural network to improve protein-ligand binding affinity predictions for drug discoveryCode1
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
Several fitness functions and entanglement gates in quantum kernel generation—0
Quantum-Inspired Machine Learning: a Survey—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