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Quantum Machine Learning

Papers

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Showing 101–150 of 699 papers

TitleStatusHype
Challenges and Opportunities in Quantum Machine Learning—0
A Comparative Analysis of Adversarial Robustness for Quantum and Classical Machine Learning Models—0
A Novel Image Classification Framework Based on Variational Quantum Algorithms—0
Classical surrogates for quantum learning models—0
Classification of the Fashion-MNIST Dataset on a Quantum Computer—0
Classification with Quantum Machine Learning: A Survey—0
Coherent Feed Forward Quantum Neural Network—0
Comparative Analysis of Black Hole Mass Estimation in Type-2 AGNs: Classical vs. Quantum Machine Learning and Deep Learning Approaches—0
Comparative Analysis of Quantum and Classical Support Vector Classifiers for Software Bug Prediction: An Exploratory Study—0
Comparative Performance Analysis of Quantum Machine Learning Architectures for Credit Card Fraud Detection—0
Component Based Quantum Machine Learning Explainability—0
CompressedMediQ: Hybrid Quantum Machine Learning Pipeline for High-Dimensional Neuroimaging Data—0
Adversarial Data Poisoning Attacks on Quantum Machine Learning in the NISQ Era—0
Constructing Optimal Noise Channels for Enhanced Robustness in Quantum Machine Learning—0
Quantum continual learning of quantum data realizing knowledge backward transfer—0
Coreset selection can accelerate quantum machine learning models with provable generalization—0
An efficient combination strategy for hybird quantum ensemble classifier—0
Data-Dependent Generalization Bounds for Parameterized Quantum Models Under Noise—0
Superposed Parameterised Quantum Circuits—0
Data re-uploading in Quantum Machine Learning for time series: application to traffic forecasting—0
Automatic design of quantum feature maps—0
DeepQMLP: A Scalable Quantum-Classical Hybrid DeepNeural Network Architecture for Classification—0
Automated Vulnerability Detection in Source Code Using Quantum Natural Language Processing—0
Analytic theory for the dynamics of wide quantum neural networks—0
A quantum generative model for multi-dimensional time series using Hamiltonian learning—0
Detecting underdetermination in parameterized quantum circuits—0
Enhancing Quantum Support Vector Machines through Variational Kernel Training—0
EnQode: Fast Amplitude Embedding for Quantum Machine Learning Using Classical Data—0
Entangled Threats: A Unified Kill Chain Model for Quantum Machine Learning Security—0
Asynchronous training of quantum reinforcement learning—0
A Survey on Quantum Machine Learning: Current Trends, Challenges, Opportunities, and the Road Ahead—0
An Amalgamation of Classical and Quantum Machine Learning For the Classification of Adenocarcinoma and Squamous Cell Carcinoma Patients—0
A supervised hybrid quantum machine learning solution to the emergency escape routing problem—0
Assessing the Impact of Noise on Quantum Neural Networks: An Experimental Analysis—0
Analyzing Machine Learning Performance in a Hybrid Quantum Computing and HPC Environment—0
Adversarial attacks on hybrid classical-quantum Deep Learning models for Histopathological Cancer Detection—0
A single T-gate makes distribution learning hard—0
A Single-Step Multiclass SVM based on Quantum Annealing for Remote Sensing Data Classification—0
A Modified Depolarization Approach for Efficient Quantum Machine Learning—0
Dynamical simulation via quantum machine learning with provable generalization—0
Drug Discovery Approaches using Quantum Machine Learning—0
A Matrix Product State Model for Simultaneous Classification and Generation—0
Lean classical-quantum hybrid neural network model for image classification—0
Discrete Randomized Smoothing Meets Quantum Computing—0
Enhanced Quantum Synchronization via Quantum Machine Learning—0
Early Detection of Coronary Heart Disease Using Hybrid Quantum Machine Learning Approach—0
Heart Disease Detection using Quantum Computing and Partitioned Random Forest Methods—0
Early-stage detection of cognitive impairment by hybrid quantum-classical algorithm using resting-state functional MRI time-series—0
EEG-based Dementia Classification Using CS-EMD Synchrony Features and Quantum Machine Learning—0
Enhancing Generative Models via Quantum Correlations—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