{"total":365,"rows":[{"id":"2111.05292","title":"Generalization in quantum machine learning from few training data","created":"2021-11-09","cited_by_count":216,"area":null},{"id":"2303.09491","title":"Challenges and Opportunities in Quantum Machine Learning","created":"2023-03-16","cited_by_count":203,"area":null},{"id":"2101.02138","title":"Connecting ansatz expressibility to gradient magnitudes and barren plateaus","created":"2021-01-06","cited_by_count":180,"area":null},{"id":"2405.00781","title":"Barren Plateaus in Variational Quantum Computing","created":"2024-05-01","cited_by_count":133,"area":null},{"id":"2109.11676","title":"Theory of overparametrization in quantum neural networks","created":"2021-09-23","cited_by_count":100,"area":null},{"id":"2107.10845","title":"QuantumNAS: Noise-Adaptive Search for Robust Quantum Circuits","created":"2021-07-22","cited_by_count":98,"area":null},{"id":"2208.11060","title":"Exponential concentration in quantum kernel methods","created":"2022-08-23","cited_by_count":90,"area":null},{"id":"2103.12010","title":"Federated Quantum Machine Learning","created":"2021-03-22","cited_by_count":82,"area":null},{"id":"2106.03880","title":"Encoding-dependent generalization bounds for parametrized quantum circuits","created":"2021-06-07","cited_by_count":82,"area":null},{"id":"2312.09121","title":"Does provable absence of barren plateaus imply classical simulability?","created":"2023-12-14","cited_by_count":80,"area":null},{"id":"2101.08448","title":"Noisy intermediate-scale quantum (NISQ) algorithms","created":"2021-01-21","cited_by_count":79,"area":null},{"id":"2104.05868","title":"Equivalence of quantum barren plateaus to cost concentration and narrow gorges","created":"2021-04-12","cited_by_count":53,"area":null},{"id":"2106.00005","title":"Quantum Federated Learning with Quantum Data","created":"2021-05-30","cited_by_count":53,"area":null},{"id":"2211.03464","title":"A Survey on Quantum Reinforcement Learning","created":"2022-11-07","cited_by_count":53,"area":null},{"id":"2210.09974","title":"Theoretical Guarantees for Permutation-Equivariant Quantum Neural Networks","created":"2022-10-18","cited_by_count":52,"area":null},{"id":"2204.10268","title":"Out-of-distribution generalization for learning quantum dynamics","created":"2022-04-21","cited_by_count":49,"area":null},{"id":"2306.13461","title":"Understanding quantum machine learning also requires rethinking generalization","created":"2023-06-23","cited_by_count":49,"area":null},{"id":"2205.05625","title":"Quantum Self-Attention Neural Networks for Text Classification","created":"2022-05-11","cited_by_count":43,"area":null},{"id":"2111.04225","title":"Representation Learning via Quantum Neural Tangent Kernels","created":"2021-11-08","cited_by_count":40,"area":null},{"id":"2210.07980","title":"Representation Theory for Geometric Quantum Machine Learning","created":"2022-10-14","cited_by_count":40,"area":null},{"id":"2204.01738","title":"Experimental quantum adversarial learning with programmable superconducting qubits","created":"2022-04-04","cited_by_count":39,"area":null},{"id":"2206.03066","title":"Recent Advances for Quantum Neural Networks in Generative Learning","created":"2022-06-07","cited_by_count":39,"area":null},{"id":"2108.13421","title":"Recent advances for quantum classifiers","created":"2021-08-30","cited_by_count":35,"area":null},{"id":"2109.09484","title":"On Circuit-based Hybrid Quantum Neural Networks for Remote Sensing Imagery Classification","created":"2021-09-20","cited_by_count":33,"area":null},{"id":"2110.14753","title":"Subtleties in the trainability of quantum machine learning models","created":"2021-10-27","cited_by_count":33,"area":null},{"id":"2102.01659","title":"Capacity and quantum geometry of parametrized quantum circuits","created":"2021-02-02","cited_by_count":32,"area":null},{"id":"2302.09019","title":"Tensor Networks Meet Neural Networks: A Survey and Future Perspectives","created":"2023-01-22","cited_by_count":32,"area":null},{"id":"2305.20069","title":"A survey on the complexity of learning quantum states","created":"2023-05-31","cited_by_count":32,"area":null},{"id":"2103.06232","title":"Quantum machine learning with differential privacy","created":"2021-03-10","cited_by_count":31,"area":null},{"id":"2109.03400","title":"Entangled Datasets for Quantum Machine Learning","created":"2021-09-08","cited_by_count":27,"area":null},{"id":"2406.07072","title":"On the relation between trainability and dequantization of variational quantum learning models","created":"2024-06-11","cited_by_count":25,"area":null},{"id":"2105.05566","title":"Structural risk minimization for quantum linear classifiers","created":"2021-05-12","cited_by_count":24,"area":null},{"id":"2210.14876","title":"Quantum deep recurrent reinforcement learning","created":"2022-10-26","cited_by_count":24,"area":null},{"id":"2402.17760","title":"Learning to Program Variational Quantum Circuits with Fast Weights","created":"2024-02-27","cited_by_count":24,"area":null},{"id":"2203.00031","title":"The complexity of quantum support vector machines","created":"2022-02-28","cited_by_count":23,"area":null},{"id":"2212.04471","title":"Learning Quantum Processes and Hamiltonians via the Pauli Transfer Matrix","created":"2022-12-08","cited_by_count":23,"area":null},{"id":"2201.13094","title":"Designing Universal Causal Deep Learning Models: The Geometric (Hyper)Transformer","created":"2022-01-31","cited_by_count":22,"area":null},{"id":"2101.06189","title":"Hybrid Quantum-Classical Graph Convolutional Network","created":"2021-01-15","cited_by_count":21,"area":null},{"id":"2203.16711","title":"Analytic theory for the dynamics of wide quantum neural networks","created":"2022-03-30","cited_by_count":21,"area":null},{"id":"2208.14057","title":"Symmetric Pruning in Quantum Neural Networks","created":"2022-08-30","cited_by_count":21,"area":null},{"id":"2212.06663","title":"Quantum Policy Gradient Algorithm with Optimized Action Decoding","created":"2022-12-13","cited_by_count":21,"area":null},{"id":"2301.10780","title":"Quantum anomaly detection in the latent space of proton collision events at the LHC","created":"2023-01-25","cited_by_count":21,"area":null},{"id":"2311.11871","title":"Training robust and generalizable quantum models","created":"2023-11-20","cited_by_count":21,"area":null},{"id":"2103.14653","title":"Quantum Self-Supervised Learning","created":"2021-03-26","cited_by_count":20,"area":null},{"id":"2106.04975","title":"The dilemma of quantum neural networks","created":"2021-06-09","cited_by_count":20,"area":null},{"id":"2109.12636","title":"Hybrid Quantum Classical Graph Neural Networks for Particle Track Reconstruction","created":"2021-09-26","cited_by_count":20,"area":null},{"id":"2301.01597","title":"Problem-Dependent Power of Quantum Neural Networks on Multi-Class Classification","created":"2022-12-29","cited_by_count":20,"area":null},{"id":"2401.10095","title":"Learning shallow quantum circuits","created":"2024-01-18","cited_by_count":20,"area":null},{"id":"2103.06720","title":"Variational inference with a quantum computer","created":"2021-03-11","cited_by_count":18,"area":null},{"id":"2211.15631","title":"Benchmarking simulated and physical quantum processing units using quantum and hybrid algorithms","created":"2022-11-28","cited_by_count":18,"area":null},{"id":"2404.02595","title":"QFNN-FFD: Quantum Federated Neural Network for Financial Fraud Detection","created":"2024-04-03","cited_by_count":18,"area":null},{"id":"2205.04878","title":"Hybrid quantum ResNet for car classification and its hyperparameter optimization","created":"2022-05-10","cited_by_count":17,"area":null},{"id":"2212.00736","title":"An exponentially-growing family of universal quantum circuits","created":"2022-12-01","cited_by_count":17,"area":null},{"id":"2303.11735","title":"Tensor networks for quantum machine learning","created":"2023-03-21","cited_by_count":17,"area":null},{"id":"2310.06973","title":"Federated Quantum Machine Learning with Differential Privacy","created":"2023-10-10","cited_by_count":17,"area":null},{"id":"2203.15368","title":"Multiclass classification using quantum convolutional neural networks with hybrid quantum-classical learning","created":"2022-03-29","cited_by_count":16,"area":null},{"id":"2103.06712","title":"A semi-agnostic ansatz with variable structure for quantum machine learning","created":"2021-03-11","cited_by_count":15,"area":null},{"id":"2203.10591","title":"Policy Gradients using Variational Quantum Circuits","created":"2022-03-20","cited_by_count":15,"area":null},{"id":"2204.10269","title":"Dynamical simulation via quantum machine learning with provable generalization","created":"2022-04-21","cited_by_count":15,"area":null},{"id":"2204.12390","title":"Quantum-classical convolutional neural networks in radiological image classification","created":"2022-04-26","cited_by_count":15,"area":null},{"id":"2208.07963","title":"Mixed Quantum-Classical Method For Fraud Detection with Quantum Feature Selection","created":"2022-08-16","cited_by_count":15,"area":null},{"id":"2312.14309","title":"Federated Quantum Long Short-term Memory (FedQLSTM)","created":"2023-12-21","cited_by_count":15,"area":null},{"id":"2109.02862","title":"Quantum-Classical Hybrid Machine Learning for Image Classification (ICCAD Special Session Paper)","created":"2021-09-07","cited_by_count":14,"area":null},{"id":"2112.04807","title":"Effective dimension of machine learning models","created":"2021-12-09","cited_by_count":14,"area":null},{"id":"2211.02612","title":"Reservoir Computing via Quantum Recurrent Neural Networks","created":"2022-11-04","cited_by_count":14,"area":null},{"id":"2304.09899","title":"Quantum Kernel Alignment with Stochastic Gradient Descent","created":"2023-04-19","cited_by_count":14,"area":null},{"id":"2307.00908","title":"Quantum Machine Learning on Near-Term Quantum Devices: Current State of Supervised and Unsupervised Techniques for Real-World Applications","created":"2023-07-03","cited_by_count":14,"area":null},{"id":"2309.07339","title":"Efficient quantum recurrent reinforcement learning via quantum reservoir computing","created":"2023-09-13","cited_by_count":14,"area":null},{"id":"2111.03016","title":"Graph neural network initialisation of quantum approximate optimisation","created":"2021-11-04","cited_by_count":13,"area":null},{"id":"2205.03057","title":"Incremental Data-Uploading for Full-Quantum Classification","created":"2022-05-06","cited_by_count":13,"area":null},{"id":"2206.02806","title":"Quantum Neural Network Classifiers: A Tutorial","created":"2022-06-06","cited_by_count":13,"area":null},{"id":"2207.00378","title":"Rapid training of quantum recurrent neural networks","created":"2022-07-01","cited_by_count":13,"area":null},{"id":"2211.07056","title":"An Invitation to Distributed Quantum Neural Networks","created":"2022-11-14","cited_by_count":13,"area":null},{"id":"2305.09957","title":"Quantum neural networks form Gaussian processes","created":"2023-05-17","cited_by_count":12,"area":null},{"id":"2310.05373","title":"Quantum Bayesian Optimization","created":"2023-10-09","cited_by_count":12,"area":null},{"id":"2401.09393","title":"\\'Eliv\\'agar: Efficient Quantum Circuit Search for Classification","created":"2024-01-17","cited_by_count":12,"area":null},{"id":"2410.09250","title":"Quantum-Trained Convolutional Neural Network for Deepfake Audio Detection","created":"2024-10-11","cited_by_count":12,"area":null},{"id":"2511.15969","title":"A Primer on Quantum Machine Learning","created":"2025-11-20","cited_by_count":12,"area":null},{"id":"2102.08991","title":"Generalization in Quantum Machine Learning: a Quantum Information Perspective","created":"2021-02-17","cited_by_count":11,"area":null},{"id":"2107.05224","title":"Fock State-enhanced Expressivity of Quantum Machine Learning Models","created":"2021-07-12","cited_by_count":11,"area":null},{"id":"2201.01820","title":"A Hybrid Quantum-Classical Neural Network Architecture for Binary Classification","created":"2022-01-05","cited_by_count":11,"area":null},{"id":"2206.15284","title":"Quantum Advantage Seeker with Kernels (QuASK): a software framework to speed up the research in quantum machine learning","created":"2022-06-30","cited_by_count":11,"area":null},{"id":"2211.16551","title":"Numerical evidence against advantage with quantum fidelity kernels on classical data","created":"2022-11-29","cited_by_count":11,"area":null},{"id":"2304.03398","title":"Quantum Conformal Prediction for Reliable Uncertainty Quantification in Quantum Machine Learning","created":"2023-04-06","cited_by_count":11,"area":null},{"id":"2309.11617","title":"Statistical Complexity of Quantum Learning","created":"2023-09-20","cited_by_count":11,"area":null},{"id":"2410.00916","title":"IBM Quantum Computers: Evolution, Performance, and Future Directions","created":"2024-09-17","cited_by_count":11,"area":null},{"id":"2108.03190","title":"Quantum Quantile Mechanics: Solving Stochastic Differential Equations for Generating Time-Series","created":"2021-08-06","cited_by_count":10,"area":null},{"id":"2303.13462","title":"Generalization of Quantum Machine Learning Models Using Quantum Fisher Information Metric","created":"2023-03-23","cited_by_count":10,"area":null},{"id":"2306.07331","title":"Splitting and Parallelizing of Quantum Convolutional Neural Networks for Learning Translationally Symmetric Data","created":"2023-06-12","cited_by_count":10,"area":null},{"id":"2307.09483","title":"Forecasting steam mass flow in power plants using the parallel hybrid network","created":"2023-07-18","cited_by_count":10,"area":null},{"id":"2310.07528","title":"Non-asymptotic Approximation Error Bounds of Parameterized Quantum Circuits","created":"2023-10-11","cited_by_count":10,"area":null},{"id":"2405.08467","title":"Equilibrium Propagation: the Quantum and the Thermal Cases","created":"2024-05-14","cited_by_count":10,"area":null},{"id":"2407.17706","title":"Investigating and Mitigating Barren Plateaus in Variational Quantum Circuits: A Survey","created":"2024-07-25","cited_by_count":10,"area":null},{"id":"2503.15403","title":"HQNN-FSP: A Hybrid Classical-Quantum Neural Network for Regression-Based Financial Stock Market Prediction","created":"2025-03-19","cited_by_count":10,"area":null},{"id":"2508.15998","title":"Quantum Federated Learning: A Comprehensive Survey","created":"2025-08-21","cited_by_count":10,"area":null},{"id":"2210.15073","title":"Hierarchical quantum circuit representations for neural architecture search","created":"2022-10-26","cited_by_count":9,"area":null},{"id":"2211.01441","title":"eXplainable AI for Quantum Machine Learning","created":"2022-11-02","cited_by_count":9,"area":null},{"id":"2302.05059","title":"Effects of noise on the overparametrization of quantum neural networks","created":"2023-02-10","cited_by_count":9,"area":null},{"id":"2310.11891","title":"A Hyperparameter Study for Quantum Kernel Methods","created":"2023-10-18","cited_by_count":9,"area":null},{"id":"2405.10360","title":"Adversarial Robustness Guarantees for Quantum Classifiers","created":"2024-05-16","cited_by_count":9,"area":null}],"next_cursor":"100"}