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Quantum Machine Learning

Papers

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Showing 1–50 of 699 papers

TitleStatusHype
Stochastic Entanglement Configuration for Constructive Entanglement Topologies in Quantum Machine Learning with Application to Cardiac MRI—0
Entangled Threats: A Unified Kill Chain Model for Quantum Machine Learning Security—0
Quantum Federated Learning for Multimodal Data: A Modality-Agnostic Approach—0
ResQ: A Novel Framework to Implement Residual Neural Networks on Analog Rydberg Atom Quantum Computers—0
A Qubit-Efficient Hybrid Quantum Encoding Mechanism for Quantum Machine Learning—0
Iterative Quantum Feature Maps—0
On Quantum BSDE Solver for High-Dimensional Parabolic PDEs—0
Component Based Quantum Machine Learning Explainability—0
VQC-MLPNet: An Unconventional Hybrid Quantum-Classical Architecture for Scalable and Robust Quantum Machine Learning—0
Superposed Parameterised Quantum Circuits—0
The interplay of robustness and generalization in quantum machine learningCode0
Quantum Graph Transformer for NLP Sentiment Classification—0
Devanagari Digit Recognition using Quantum Machine Learning—0
TQml Simulator: Optimized Simulation of Quantum Machine Learning—0
Investigating Quantum Feature Maps in Quantum Support Vector Machines for Lung Cancer Classification—0
Optimization Strategies for Variational Quantum Algorithms in Noisy Landscapes—0
Tensor Network for Anomaly Detection in the Latent Space of Proton Collision Events at the LHCCode0
Supervised Quantum Machine Learning: A Future Outlook from Qubits to Enterprise Applications—0
QGAN-based data augmentation for hybrid quantum-classical neural networks—0
Leveraging Diffusion Models for Parameterized Quantum Circuit Generation—0
Quantum Machine Learning in Healthcare: Evaluating QNN and QSVM Models—0
Predictive Performance of Deep Quantum Data Re-uploading Models—0
Qiskit Machine Learning: an open-source library for quantum machine learning tasks at scale on quantum hardware and classical simulatorsCode4
Experimental robustness benchmark of quantum neural network on a superconducting quantum processor—0
Benchmarking data encoding methods in Quantum Machine Learning—0
Learning to Program Quantum Measurements for Machine Learning—0
QuXAI: Explainers for Hybrid Quantum Machine Learning ModelsCode0
Quantum-Enhanced Parameter-Efficient Learning for Typhoon Trajectory Forecasting—0
Differentiable Quantum Architecture Search in Quantum-Enhanced Neural Network Parameter Generation—0
Addressing the Current Challenges of Quantum Machine Learning through Multi-Chip Ensembles—0
Distributed Quantum Neural Networks on Distributed Photonic Quantum ComputingCode0
HMAE: Self-Supervised Few-Shot Learning for Quantum Spin Systems—0
Toward Practical Quantum Machine Learning: A Novel Hybrid Quantum LSTM for Fraud Detection—0
Quantum machine learning framework for longitudinal biomedical studies—0
Quantum Autoencoder for Multivariate Time Series Anomaly Detection—0
Introduction to Quantum Machine Learning and Quantum Architecture Search—0
Adaptive Non-local Observable on Quantum Neural Networks—0
Quorum: Zero-Training Unsupervised Anomaly Detection using Quantum AutoencodersCode0
Predictive control of blast furnace temperature in steelmaking with hybrid depth-infused quantum neural networks—0
Fine-Tuning Large Language Models on Quantum Optimization Problems for Circuit GenerationCode1
An Efficient Quantum Classifier Based on Hamiltonian RepresentationsCode0
DeQompile: quantum circuit decompilation using genetic programming for explainable quantum architecture search—0
Quantum Machine Learning: Unveiling Trends, Impacts through Bibliometric Analysis—0
Automating quantum feature map design via large language modelsCode0
A Geometric-Aware Perspective and Beyond: Hybrid Quantum-Classical Machine Learning Methods—0
Detecting underdetermination in parameterized quantum circuits—0
Quantum Deep Sets and Sequences—0
HQCC: A Hybrid Quantum-Classical Classifier with Adaptive Structure—0
K-P Quantum Neural NetworksCode0
Quantum-Assisted Machine Learning Models for Enhanced Weather Prediction—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