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Quantum Machine Learning

Papers

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Showing 351–400 of 699 papers

TitleStatusHype
MosaiQ: Quantum Generative Adversarial Networks for Image Generation on NISQ Computers—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
Application-Oriented Benchmarking of Quantum Generative Learning Using QUARKCode1
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
Understanding quantum machine learning also requires rethinking generalizationCode1
Universal adversarial perturbations for multiple classification tasks with quantum classifiers—0
Enhancing variational quantum state diagonalization using reinforcement learning techniquesCode0
SQL2Circuits: Estimating Metrics for SQL Queries with a Quantum Natural Language Processing Method—0
Splitting and Parallelizing of Quantum Convolutional Neural Networks for Learning Translationally Symmetric Data—0
Weight Re-Mapping for Variational Quantum Algorithms—0
Transition Role of Entangled Data in Quantum Machine LearningCode0
Case Study-Based Approach of Quantum Machine Learning in Cybersecurity: Quantum Support Vector Machine for Malware Classification and Protection—0
Improved Financial Forecasting via Quantum Machine Learning—0
Software Supply Chain Vulnerabilities Detection in Source Code: Performance Comparison between Traditional and Quantum Machine Learning Algorithms—0
Shadows of quantum machine learning—0
Exploring the Vulnerabilities of Machine Learning and Quantum Machine Learning to Adversarial Attacks using a Malware Dataset: A Comparative Analysis—0
Quantum Convolutional Neural Networks for Multi-Channel Supervised LearningCode1
On quantum backpropagation, information reuse, and cheating measurement collapse—0
Quantum Text Classifier -- A Synchronistic Approach Towards Classical and Quantum Machine Learning—0
Pre-training Tensor-Train Networks Facilitates Machine Learning with Variational Quantum Circuits—0
Simulation of a Variational Quantum Perceptron using Grover's Algorithm—0
A Novel Stochastic LSTM Model Inspired by Quantum Machine Learning—0
Implications of Deep Circuits in Improving Quality of Quantum Question Answering—0
Enhancing Quantum Support Vector Machines through Variational Kernel Training—0
Quantum Machine Learning for Malware Classification—0
Architectural Vision for Quantum Computing in the Edge-Cloud ContinuumCode0
Efficient information recovery from Pauli noise via classical shadow—0
Can Feature Engineering Help Quantum Machine Learning for Malware Detection?—0
An Empirical Comparison of Optimizers for Quantum Machine Learning with SPSA-based Gradients—0
Quantum Machine Learning Approach for the Prediction of Surface Roughness in Additive Manufactured Specimens—0
QuMoS: A Framework for Preserving Security of Quantum Machine Learning Model—0
Shot Optimization in Quantum Machine Learning Architectures to Accelerate Training—0
Quantum machine learning for image classification—0
Learning To Optimize Quantum Neural Network Without Gradients—0
Improving Gradient Methods via Coordinate Transformations: Applications to Quantum Machine Learning—0
Robust Dequantization of the Quantum Singular value Transformation and Quantum Machine Learning Algorithms—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