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Quantum Machine Learning

Papers

Showing 150 of 699 papers

TitleStatusHype
Better than classical? The subtle art of benchmarking quantum machine learning modelsCode7
Qiskit Machine Learning: an open-source library for quantum machine learning tasks at scale on quantum hardware and classical simulatorsCode4
Efficient Parameter Optimisation for Quantum Kernel Alignment: A Sub-sampling Approach in Variational TrainingCode4
TensorFlow Quantum: A Software Framework for Quantum Machine LearningCode2
PennyLane: Automatic differentiation of hybrid quantum-classical computationsCode2
Quantum machine learning beyond kernel methodsCode1
Variational Quanvolutional Neural Networks with enhanced image encodingCode1
Quantum Federated Learning with Quantum DataCode1
Quantum Advantage Seeker with Kernels (QuASK): a software framework to speed up the research in quantum machine learningCode1
Quantum machine learning of large datasets using randomized measurementsCode1
The effect of data encoding on the expressive power of variational quantum machine learning modelsCode1
Variational quantum Gibbs state preparation with a truncated Taylor seriesCode1
Speeding up Learning Quantum States through Group Equivariant Convolutional Quantum AnsätzeCode1
Application-Oriented Benchmarking of Quantum Generative Learning Using QUARKCode1
QuForge: A Library for Qudits SimulationCode1
Explaining Quantum Circuits with Shapley Values: Towards Explainable Quantum Machine LearningCode1
Entangled Datasets for Quantum Machine LearningCode1
Expressive power of tensor-network factorizations for probabilistic modeling, with applications from hidden Markov models to quantum machine learningCode1
Generative quantum machine learning via denoising diffusion probabilistic modelsCode1
Practical distributed quantum information processing with LOCCNetCode1
Quantum Denoising Diffusion ModelsCode1
Supervised quantum machine learning models are kernel methodsCode1
sQUlearn -- A Python Library for Quantum Machine LearningCode1
The dilemma of quantum neural networksCode1
The power of quantum neural networksCode1
Understanding quantum machine learning also requires rethinking generalizationCode1
VSQL: Variational Shadow Quantum Learning for ClassificationCode1
A kernel-based quantum random forest for improved classificationCode1
A hybrid quantum-classical fusion neural network to improve protein-ligand binding affinity predictions for drug discoveryCode1
A divide-and-conquer algorithm for quantum state preparationCode1
A semi-agnostic ansatz with variable structure for quantum machine learningCode1
A quantum algorithm for training wide and deep classical neural networksCode1
A preprocessing perspective for quantum machine learning classification advantage using NISQ algorithmsCode1
Advantages and Bottlenecks of Quantum Machine Learning for Remote SensingCode1
Challenges for Reinforcement Learning in Quantum Circuit DesignCode1
A Quantum Leaky Integrate-and-Fire Spiking Neuron and NetworkCode1
Equivariant quantum circuits for learning on weighted graphsCode1
Evaluation of Parameterized Quantum Circuits: on the relation between classification accuracy, expressibility and entangling capabilityCode1
Fine-Tuning Large Language Models on Quantum Optimization Problems for Circuit GenerationCode1
Hybrid Quantum-Classical Generative Adversarial Network for High Resolution Image GenerationCode1
Scalable Quantum Neural Networks for ClassificationCode1
Optimizing Quantum Variational Circuits with Deep Reinforcement LearningCode1
Quantum anomaly detection in the latent space of proton collision events at the LHCCode1
Quantum Convolutional Neural Networks for Multi-Channel Supervised LearningCode1
A Hybrid Quantum Neural Network for Split Learning0
A hybrid quantum-classical conditional generative adversarial network algorithm for human-centered paradigm in cloud0
Agnostic Process Tomography0
Addressing the Current Challenges of Quantum Machine Learning through Multi-Chip Ensembles0
3D-QAE: Fully Quantum Auto-Encoding of 3D Point Clouds0
A Geometric-Aware Perspective and Beyond: Hybrid Quantum-Classical Machine Learning Methods0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Quantum Neural NetworkF1 score0.85Unverified
#ModelMetricClaimedVerifiedStatus
1Best ModelAverage F11Unverified