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Quantum Machine Learning

Papers

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Showing 501–550 of 699 papers

TitleStatusHype
Design and Implementation of a Quantum Kernel for Natural Language ProcessingCode0
Exploiting symmetry in variational quantum machine learning—0
Equivariant quantum circuits for learning on weighted graphsCode1
An Introduction to Quantum Machine Learning for Engineers—0
Incremental Data-Uploading for Full-Quantum Classification—0
Quantum Extremal Learning—0
Group-Invariant Quantum Machine Learning—0
A walk through of time series analysis on quantum computers—0
BEINIT: Avoiding Barren Plateaus in Variational Quantum Algorithms—0
Quantum-classical convolutional neural networks in radiological image classification—0
Towards Bundle Adjustment for Satellite Imaging via Quantum Machine Learning—0
Quantum Semi-Supervised Kernel Learning—0
Dynamical simulation via quantum machine learning with provable generalization—0
Out-of-distribution generalization for learning quantum dynamics—0
A quantum generative model for multi-dimensional time series using Hamiltonian learning—0
QuiKo: A Quantum Beat Generation Application—0
Quantum Machine Learning Framework for Virtual Screening in Drug Discovery: a Prospective Quantum Advantage—0
Security Aspects of Quantum Machine Learning: Opportunities, Threats and Defenses—0
Experimental quantum adversarial learning with programmable superconducting qubits—0
Analytic theory for the dynamics of wide quantum neural networks—0
Multiclass classification using quantum convolutional neural networks with hybrid quantum-classical learning—0
Quantum continual learning of quantum data realizing knowledge backward transfer—0
Compositional optimization of quantum circuits for quantum kernels of support vector machines—0
High Dimensional Quantum Machine Learning With Small Quantum Computers—0
Policy Gradients using Variational Quantum Circuits—0
Escaping from the Barren Plateau via Gaussian Initializations in Deep Variational Quantum Circuits—0
Quantum neural networks force fields generation—0
Optimal quantum dataset for learning a unitary transformation—0
Quantum Deep Reinforcement Learning for Robot Navigation TasksCode0
Quantum Differential Privacy: An Information Theory Perspective—0
Study of Feature Importance for Quantum Machine Learning Models—0
Parametric t-Stochastic Neighbor Embedding With Quantum Neural Network—0
DeepQMLP: A Scalable Quantum-Classical Hybrid DeepNeural Network Architecture for Classification—0
Differentiating and Integrating ZX Diagrams with Applications to Quantum Machine Learning—0
Training Hybrid Classical-Quantum Classifiers via Stochastic Variational Optimization—0
Classical Simulation of Variational Quantum Classifiers using Tensor Rings—0
Transfer Learning for Quantum Classifiers: An Information-Theoretic Generalization Analysis—0
Towards Quantum Graph Neural Networks: An Ego-Graph Learning Approach—0
Systematic Literature Review: Quantum Machine Learning and its applications—0
Quantum activation functions for quantum neural networks—0
Quantum Capsule Networks—0
Speeding up Learning Quantum States through Group Equivariant Convolutional Quantum AnsätzeCode1
A Case For Noisy Shallow Gate-Based Circuits In Quantum Machine Learning—0
Quantum kernels for real-world predictions based on electronic health records—0
QKSA: Quantum Knowledge Seeking Agent -- resource-optimized reinforcement learning using quantum process tomography—0
Quantum Machine Learning for Radio Astronomy—0
Revisiting dequantization and quantum advantage in learning tasks—0
Discriminating Quantum States with Quantum Machine LearningCode0
Scalable Variational Quantum Circuits for Autoencoder-based Drug Discovery—0
Quantum Model-Discovery—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