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Quantum Machine Learning

Papers

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Showing 601–650 of 699 papers

TitleStatusHype
Quantum Cross Entropy and Maximum Likelihood Principle—0
Generalization in Quantum Machine Learning: a Quantum Information Perspective—0
Universal Adversarial Examples and Perturbations for Quantum Classifiers—0
Facial Expression Recognition on a Quantum Computer—0
Quantum machine learning with adaptive linear optics—0
Practical distributed quantum information processing with LOCCNetCode1
Supervised quantum machine learning models are kernel methodsCode1
Advantages and Bottlenecks of Quantum Machine Learning for Remote SensingCode1
Enhancing Generative Models via Quantum Correlations—0
Hybrid Quantum-Classical Graph Convolutional Network—0
Information-theoretic bounds on quantum advantage in machine learningCode0
Single-preparation unsupervised quantum machine learning: concepts and applications—0
Hybrid Quantum-Classical Stochastic Networks with Boltzmann Layers—0
Quantum Convolutional Neural Networks for High Energy Physics Data Analysis—0
Residual Matrix Product State for Machine Learning—0
Variational Quantum Cloning: Improving Practicality for Quantum Cryptanalysis—0
VSQL: Variational Shadow Quantum Learning for ClassificationCode1
Practical application improvement to Quantum SVM: theory to practice—0
Hybrid quantum-classical classifier based on tensor network and variational quantum circuit—0
Prospects and challenges of quantum finance—0
Image Classification via Quantum Machine Learning—0
Power of data in quantum machine learningCode0
The power of quantum neural networksCode1
The Shift to 6G Communications: Vision and Requirements—0
Experimental Quantum Generative Adversarial Networks for Image GenerationCode0
A rigorous and robust quantum speed-up in supervised machine learningCode0
Optimal Provable Robustness of Quantum Classification via Quantum Hypothesis Testing—0
Quantum Discriminator for Binary Classification—0
Universal Approximation Property of Quantum Machine Learning Models in Quantum-Enhanced Feature Spaces—0
The effect of data encoding on the expressive power of variational quantum machine learning modelsCode1
Robustness Verification of Quantum Classifiers—0
Reinforcement Learning with Quantum Variational CircuitsCode0
A divide-and-conquer algorithm for quantum state preparationCode1
Quantum One-class Classification With a Distance-based ClassifierCode0
Supervised Learning Using a Dressed Quantum Network with "Super Compressed Encoding": Algorithm and Quantum-Hardware-Based Implementation—0
Quantum ensemble of trained classifiers—0
Reformulation of the No-Free-Lunch Theorem for Entangled Data Sets—0
Recurrent Quantum Neural NetworksCode0
Classification with Quantum Machine Learning: A Survey—0
High-Dimensional Similarity Search with Quantum-Assisted Variational Autoencoder—0
Noise robustness and experimental demonstration of a quantum generative adversarial network for continuous distributions—0
Variational quantum Gibbs state preparation with a truncated Taylor seriesCode1
Quantum Natural Language Processing on Near-Term Quantum Computers—0
Towards quantum advantage via topological data analysis—0
Quantum machine learning and quantum biomimetics: A perspective—0
Learning with Optimized Random Features: Exponential Speedup by Quantum Machine Learning without Sparsity and Low-Rank Assumptions—0
Eigen component analysis: A quantum theory incorporated machine learning technique to find linearly maximum separable componentsCode0
Evaluation of Parameterized Quantum Circuits: on the relation between classification accuracy, expressibility and entangling capabilityCode1
TensorFlow Quantum: A Software Framework for Quantum Machine LearningCode2
Robust data encodings for quantum classifiers—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