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Quantum Machine Learning

Papers

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Showing 401–450 of 699 papers

TitleStatusHype
Nonlinear regression based on a hybrid quantum computer—0
Numerical evidence against advantage with quantum fidelity kernels on classical data—0
On-board classification of underwater images using hybrid classical-quantum CNN based method—0
On establishing learning separations between classical and quantum machine learning with classical data—0
On fundamental aspects of quantum extreme learning machines—0
On quantum backpropagation, information reuse, and cheating measurement collapse—0
On Quantum BSDE Solver for High-Dimensional Parabolic PDEs—0
On Quantum Perceptron Learning via Quantum Search—0
On the relation between trainability and dequantization of variational quantum learning models—0
On the similarity of bandwidth-tuned quantum kernels and classical kernels—0
On the status of current quantum machine learning software—0
Towards Super-polynomial Quantum Speedup of Equivariant Quantum Algorithms with SU(d) Symmetry—0
On the universality of S_n-equivariant k-body gates—0
Opportunities and limitations of explaining quantum machine learning—0
Optimal Provable Robustness of Quantum Classification via Quantum Hypothesis Testing—0
Optimal quantum dataset for learning a unitary transformation—0
Compositional optimization of quantum circuits for quantum kernels of support vector machines—0
Optimal training of finitely-sampled quantum reservoir computers for forecasting of chaotic dynamics—0
Optimization Strategies for Variational Quantum Algorithms in Noisy Landscapes—0
Optimizing Hyperparameters for Quantum Data Re-Uploaders in Calorimetric Particle Identification—0
Optimizing Quantum Convolutional Neural Network Architectures for Arbitrary Data Dimension—0
OrganiQ: Mitigating Classical Resource Bottlenecks of Quantum Generative Adversarial Networks on NISQ-Era Machines—0
Out-of-distribution generalization for learning quantum dynamics—0
Overfitting in quantum machine learning and entangling dropout—0
Representation Learning with Parameterised Quantum Circuits for Advancing Speech Emotion Recognition—0
Parameterized Quantum Circuits with Quantum Kernels for Machine Learning: A Hybrid Quantum-Classical Approach—0
Parameterized quantum comb and simpler circuits for reversing unknown qubit-unitary operations—0
Parametric t-Stochastic Neighbor Embedding With Quantum Neural Network—0
Performance Analysis of Quantum Machine Learning Classifiers—0
Permutation-equivariant quantum convolutional neural networks—0
PhishVQC: Optimizing Phishing URL Detection with Correlation Based Feature Selection and Variational Quantum Classifier—0
Photonic Quantum Policy Learning in OpenAI Gym—0
Photovoltaic power forecasting using quantum machine learning—0
Self-Adaptive Physics-Informed Quantum Machine Learning for Solving Differential Equations—0
Potential and limitations of random Fourier features for dequantizing quantum machine learning—0
Practical application improvement to Quantum SVM: theory to practice—0
Predicting Water Quality using Quantum Machine Learning: The Case of the Umgeni Catchment (U20A) Study Region—0
Predictive control of blast furnace temperature in steelmaking with hybrid depth-infused quantum neural networks—0
Predictive Performance of Deep Quantum Data Re-uploading Models—0
Pre-training Tensor-Train Networks Facilitates Machine Learning with Variational Quantum Circuits—0
PristiQ: A Co-Design Framework for Preserving Data Security of Quantum Learning in the Cloud—0
Privacy-preserving quantum federated learning via gradient hiding—0
Projection Valued Measure-based Quantum Machine Learning for Multi-Class Classification—0
Prospects and challenges of quantum finance—0
Prospects of Privacy Advantage in Quantum Machine Learning—0
Non-asymptotic Approximation Error Bounds of Parameterized Quantum Circuits—0
QCS-ADME: Quantum Circuit Search for Drug Property Prediction with Imbalanced Data and Regression Adaptation—0
QDCNN: Quantum Dilated Convolutional Neural Network—0
QEEGNet: Quantum Machine Learning for Enhanced Electroencephalography Encoding—0
QFNN-FFD: Quantum Federated Neural Network for Financial Fraud Detection—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