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Quantum Machine Learning

Papers

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Showing 51–100 of 699 papers

TitleStatusHype
Computable Model-Independent Bounds for Adversarial Quantum Machine Learning—0
Application of quantum machine learning using quantum kernel algorithms on multiclass neuron M type classification—0
A Geometric-Aware Perspective and Beyond: Hybrid Quantum-Classical Machine Learning Methods—0
Certifiably Robust Encoding Schemes—0
Agnostic Process Tomography—0
A Novel Stochastic LSTM Model Inspired by Quantum Machine Learning—0
Approximately Equivariant Quantum Neural Network for p4m Group Symmetries in Images—0
A Novel Image Classification Framework Based on Variational Quantum Algorithms—0
Adaptive Non-local Observable on Quantum Neural Networks—0
Comparative Performance Analysis of Quantum Machine Learning Architectures for Credit Card Fraud Detection—0
A novel feature selection method based on quantum support vector machine—0
A quantum generative model for multi-dimensional time series using Hamiltonian learning—0
An Invitation to Distributed Quantum Neural Networks—0
A Framework for Demonstrating Practical Quantum Advantage: Racing Quantum against Classical Generative Models—0
An Introduction to Quantum Machine Learning for Engineers—0
An Independent Implementation of Quantum Machine Learning Algorithms in Qiskit for Genomic Data—0
Active Learning on a Programmable Photonic Quantum Processor—0
VQC-MLPNet: An Unconventional Hybrid Quantum-Classical Architecture for Scalable and Robust Quantum Machine Learning—0
Component Based Quantum Machine Learning Explainability—0
Constructing Optimal Noise Channels for Enhanced Robustness in Quantum Machine Learning—0
An Exponential Separation Between Quantum and Quantum-Inspired Classical Algorithms for Linear Systems—0
An exponentially-growing family of universal quantum circuits—0
Adversarial Robustness of Partitioned Quantum Classifiers—0
Adversarial Robustness Guarantees for Quantum Classifiers—0
An Empirical Comparison of Optimizers for Quantum Machine Learning with SPSA-based Gradients—0
The role of entanglement for enhancing the efficiency of quantum kernels towards classification—0
Coherent Feed Forward Quantum Neural Network—0
Adversarial Quantum Machine Learning: An Information-Theoretic Generalization Analysis—0
AutoQML: Automated Quantum Machine Learning for Wi-Fi Integrated Sensing and Communications—0
An efficient quantum algorithm for generative machine learning—0
A Comparative Analysis of Adversarial Robustness for Quantum and Classical Machine Learning Models—0
Adversarial Data Poisoning Attacks on Quantum Machine Learning in the NISQ Era—0
An efficient combination strategy for hybird quantum ensemble classifier—0
A walk through of time series analysis on quantum computers—0
Basic protocols in quantum reinforcement learning with superconducting circuits—0
BEINIT: Avoiding Barren Plateaus in Variational Quantum Algorithms—0
Benchmarking Adversarially Robust Quantum Machine Learning at Scale—0
Benchmarking data encoding methods in Quantum Machine Learning—0
Benchmarking MedMNIST dataset on real quantum hardware—0
An example of use of Variational Methods in Quantum Machine Learning—0
Superposed Parameterised Quantum Circuits—0
Blind quantum machine learning with quantum bipartite correlator—0
Variational quantum algorithm for Gaussian discrete solitons and their boson sampling—0
Brain Tumor Diagnosis Using Quantum Convolutional Neural Networks—0
Bridging Classical and Quantum Machine Learning: Knowledge Transfer From Classical to Quantum Neural Networks Using Knowledge Distillation—0
Bringing Quantum Algorithms to Automated Machine Learning: A Systematic Review of AutoML Frameworks Regarding Extensibility for QML Algorithms—0
Can Feature Engineering Help Quantum Machine Learning for Malware Detection?—0
Can Geometric Quantum Machine Learning Lead to Advantage in Barcode Classification?—0
Case Study-Based Approach of Quantum Machine Learning in Cybersecurity: Quantum Support Vector Machine for Malware Classification and Protection—0
Automatic design of quantum feature maps—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