Quantum Neural Networks

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Quantum Machine LearningHybrid Quantum Neural NetworksQuantum ComputingQuantum Approximate Optimization AlgorithmVariational Quantum CircuitsQuantum Circuit SimulationQuantum Error CorrectionN$-Qubit Stabilizer States

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Period ending 2026-09-21

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A weekly snapshot of new work published in Quantum Neural Networks.

56 papers

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  1. Hyperbolic Restricted Boltzmann Machine Neural Quantum State

    Sep 22, 2026H. L. DaoQuantum Neural NetworksMany-Body Physics

  2. TetrisCNN for interpretable detection of phases of matter from experimental quantum simulator data

    Sep 17, 2026Kacper Cybiński, Björn van Zwol, James Enouen +5Quantum Neural NetworksPhase Transitions

  3. Learning to Program Adaptive Non-Local Observables for Machine Learning

    Sep 16, 2026Yu-Ting Lee, Samuel Yen-Chi Chen, Huan-Hsin TsengQuantum Neural NetworksVariational Quantum Circuits

  4. Latent unified smooth Hamiltonians for excited state chemistry

    Sep 1, 2026David Juergens, Martin Stöhr, Andreas E. Hillers-Bendtsen +2Computational ChemistryMolecular Dynamics

  5. Quantum Incremental Learning with Mixed State Prototypes

    Aug 11, 2026Yu Wu, Qianli Zhou, Xinyang Deng +3Quantum Machine LearningQuantum Neural Networks

  6. Approximation Rates for Metaplectic Neural Networks

    Aug 9, 2026Ahmed Abdeljawad, Marcello Carioni, Elena CorderoNeural-Network ApproximationQuantum Neural Networks

  7. Image Classification Using CNN-QNN Hybrid Model with Optimized Correlated Features

    Aug 5, 2026Minseo Seong, Youngwook KimQuantum Neural NetworksImage Classification

  8. Constrained Co-Design for Photonic Bayesian Neural Networks

    Aug 3, 2026Hendrik Borras, Xiao Wang, Bernhard Klein +4Bayesian Neural NetworksConventional Physics-Informed Neural Networks

  9. Hybrid Quantum Neural Networks: Theory, Implementations, and Applications

    Aug 2, 2026Léo Monbroussou, Maniraman Periyasamy, Viacheslav Kuzmin +4Quantum Neural NetworksHybrid Quantum Neural Networks

  10. LLM-Guided Initialization for Accelerated Hybrid Quantum-Classical Medical Image Classification

    Jul 29, 2026Riza Alaudin Syah, Irwan Alnarus Kautsar, Haza Nuzly Bin Abdull HamedQuantum Neural NetworksMedical Image Classification

  11. Multivariate Time Series Forecasting with Adaptive Non-Local Observables

    Jul 27, 2026Yu-Ting Lee, Huan-Hsin Tseng, Samuel Yen-Chi ChenMultivariate Time Series ForecastingQuantum Neural Networks

  12. Hash-QNeRF: Multiresolution Hash Encoding for Quantum Neural Radiance Fields

    Jul 23, 2026Digonto Biswas, Tana Ballove, Anjan Bandyopadhyay +2Quantum Neural NetworksNeural Radiance Fields

  13. PN-QNN: Harnessing Physical Noise as a Native Regularizer in Photonic Hybrid Quantum Neural Networks

    Jul 22, 2026Farah Elnakhal, Alberto Marchisio, Nouhaila Innan +2Quantum Neural NetworksSingle-Photon Avalanche Diode

  14. A Drift Stable Quantum Federated Learning for Intelligent Services

    Jul 22, 2026Shanika Iroshi Nanayakkara, Shiva Raj PokhrelFederated LearningQuantum Neural Networks

  15. Enhanced Neural Quantum State via Annealed Gradient Descent

    Jul 21, 2026Shiwei Zhou, Yiming Huang, Xiao Yuan +1Quantum Neural NetworksMany-Body Physics

  16. Quantum Port-Hamiltonian Neural Networks: Learning Conservative and Dissipative Dynamics via Measurement-Induced Nonlinearity

    Jul 14, 2026Dibakar SigdelQuantum Neural NetworksNeural Control

  17. Input-Aware Dynamic Backdoor Attack Against Quantum Neural Networks

    Jul 13, 2026Junrui Zhang, Zemin Chen, Lusi Li +3Quantum Neural NetworksBackdoor Attacks

  18. QCNN with Rough Path Signature Kernels

    Jul 8, 2026Leonardo Nogueira Falabella, Vasily SazonovHybrid Quantum Neural NetworksQuantum Neural Networks

  19. One More Time: Revisiting Neural Quantum States from a Reinforcement Learning Perspective

    Jul 2, 2026Juan Agustín Duque, Sergio García Heredia, Vinicius Hernandes +4Quantum Neural NetworksMany-Body Physics

  20. Mechanistic Interpretability and Causal Feature Steering of Neural Quantum States via Sparse Autoencoders

    Jul 1, 2026Zihao Qi, Christopher EarlsQuantum Neural NetworksMany-Body Physics

  21. Ravines in quantum cost landscapes: opportunities for improved VQA predictions

    Jul 1, 2026Felix J. Beckmann, João F. BravoVariational Quantum CircuitsQuantum Neural Networks

  22. Bridging Quantum Computing Paradigms toward Semiconductor Yield: A Controlled CV-versus-DV Comparison on Wafer-Map Defect Classification

    Jul 1, 2026Yeonhong Kim, Jonghyeok Im, Monu Nath Baitha +1Quantum Neural NetworksQuantum Computing

  23. Beyond the Expressivity-Trainability Paradox: A Dynamical Lie Algebra Perspective on Navigating Barren Plateaus in Quantum Machine Learning

    Jun 30, 2026Kung-Ming Lan, Edward HuangQuantum Machine LearningQuantum Neural Networks

  24. A Coherence Law for Trainability in Noisy Equivariant Quantum Neural Networks

    Jun 28, 2026Hassan Ugail, Newton HowardQuantum Neural NetworksHamiltonian

  25. Two-dimensional Hyperbolic RNN Neural Quantum State

    Jun 24, 2026H. L. DaoQuantum Neural NetworksTwo-Dimensional Ising Model

  26. Neural Network Quantization by Learning Low-Loss Subspaces

    Jun 23, 2026Vladimir Protsenko, Mikhalina Kharkevich, Alexander Vashchilko +1QuantizationQuantum Neural Networks

  27. Decoherence as Defence and the Magnitude of Noise Regularisation: A Rigorous N -Qubit Theory of Stochastic Quantum Neural Networks for Adversarially Robust Network Intrusion Detection

    Jun 23, 2026Gautier-Edouard Edouard FilardoQuantum Neural NetworksEntanglement

  28. Quantum Convolutional Neural Networks for Groundwater Heat Plume Prediction: A Surrogate Modeling Approach

    Jun 22, 2026Danyal Maheshwari, Julia Pelzer, Miriam SchulteQuantum Neural NetworksSurrogate Models

  29. Entropy Estimation in Multi-Qutrit Systems via Variational and Classical Neural Networks

    Jun 18, 2026Sai Sakunthala Guddanti, Anil Prabhakar, Ria Rushin JosephQuantum Neural NetworksVariational Quantum Circuits

  30. On the Entropy Formula for Real, Complex, and Quaternionic Deep Linear Networks

    Jun 15, 2026Luis Contreras, Marco Nahas, Tejas KotwalDeep NetworkQuaternion

  31. JGRA: Jacobian Geometry Robustness Assessment in NISQ Noise-Aware Quantum Neural Networks

    Jun 8, 2026Gianluca Scanu, Luca Barletta, Stefano RiniQuantum Neural NetworksJacobian

  32. Quantum Global Variational Learning for Quantum Error Correction

    Jun 7, 2026Shun Ryuzaki, Hideo MukaiQuantum Error CorrectionQuantum Neural Networks

  33. QDS-SNN: Energy-efficient Quantum Deeply-Supervised Spiking Neural Network Algorithm for Traffic Sign Recognition

    Jun 3, 2026Zhiguo Qu, Keqi Li, Le Sun +4Quantum Neural NetworksSpiking Neural Networks

  34. Scalable On-Hardware Training of Quantum Neural Networks and Application to Clinical Data Imputation

    Jun 2, 2026Natansh Mathur, Panagiotis Kl. Barkoutsos, Masako Yamada +2Quantum Neural NetworksQuantum Computing

  35. The Complexity of Verifying Feedforward Neural Networks in Quantised Settings

    May 28, 2026Eric Alsmann, Martin Lange, Marco SälzerNeural Network VerificationQuantum Neural Networks

  36. On the Equivariant Learning of the QQ-tensor Order Parameter

    May 26, 2026Julia Navarro, Mark WilkinsonEquivariant Neural NetworksQuantum Neural Networks

  37. Distributed Quantum Learning over Near-term Devices: Convergence Analysis and Security Design

    May 21, 2026Atit Pokharel, Shaba Shaon, Thomas Morris +1Post-Quantum CryptographyQuantum Machine Learning

  38. Representability-Aware Neural Networks for Reduced Density Matrices: Application to Fractional Chern Insulators

    May 19, 2026Justin B. Hart, Awwab A. Azam, Thomas Li +4Quantum Topological PhasesMany-Body Physics

  39. QLIF-CAST: Quantum Leaky-Integrate-and-Fire for Time-Series Weather Forecasting

    May 18, 2026Alberto Marchisio, Aayan Ebrahim, Nouhaila Innan +2Quantum Neural NetworksAdverse Weather

  40. Diagonal Adaptive Non-local Observables on Quantum Neural Networks

    May 14, 2026Huan-Hsin Tseng, Yan Li, Hsin-Yi Lin +1Variational Quantum CircuitsQuantum Neural Networks

  41. Parallel Scan Recurrent Neural Quantum States for Scalable Variational Monte Carlo

    May 13, 2026Ejaaz Merali, Mohamed Hibat-Allah, Mohammad Kohandel +2Quantum Neural NetworksMany-Body Physics

  42. Zero-shot Quantum Neural Architecture Search

    May 12, 2026Tung Dao, Son N. Tran, Huynh Thi Thanh BinhVariational Quantum CircuitsQuantum Neural Networks

  43. QT-Net: Rethinking Evaluation of AI Models in Atomic Chemical Space

    May 11, 2026Pablo Martínez Crespo, Stefano Ribes, Martin Rahm +6Molecular Property PredictionVast Chemical Space

  44. FQPDR: Federated Quantum Neural Network for Privacy-preserving Early Detection of Diabetic Retinopathy

    May 8, 2026Debashis De, Mahua Nandy Pal, Dipankar HazraQuantum Neural NetworksMnist

  45. Quantum Interval Bound Propagation for Certified Training of Quantum Neural Networks

    May 1, 2026Emma Andrews, Nahyeon Kim, Prabhat MishraQuantum Machine LearningQuantum Neural Networks

  46. Conformalized Quantum DeepONet Ensembles: Towards Scalable Operator Learning with Distribution-Free Guarantees

    May 1, 2026Purav Matlia, Christian Moya, Guang LinQuantum Neural NetworksProbabilistic Operator Learning

  47. Quantum Dynamics via Score Matching on Bohmian Trajectories

    Apr 28, 2026Lei WangQuantum Neural NetworksWave

  48. New non-Euclidean neural quantum states from additional types of hyperbolic recurrent neural networks

    Apr 27, 2026H. L. DaoQuantum Neural NetworksMany-Body Physics

  49. QuanForge: A Mutation Testing Framework for Quantum Neural Networks

    Apr 22, 2026Minqi Shao, Shangzhou Xia, Jianjun ZhaoQuantum Neural NetworksQuantum Computing

  50. Option Pricing on Noisy Intermediate-Scale Quantum Computers: A Quantum Neural Network Approach

    Apr 20, 2026Sebastian Zając, Rafał PrachtQuantum Neural NetworksDerivative Pricing

  51. Quantum inspired qubit qutrit neural networks for real time financial forecasting

    Apr 20, 2026Kanishk Bakshi, Kathiravan SrinivasanQuantum Neural NetworksQuantum Approximate Optimization Algorithm

  52. Path-Based Quantum Meta-Learning for Adaptive Optimization of Reconfigurable Intelligent Surfaces

    Apr 20, 2026Noha Hassan, Xavier Fernando, Halim YanikomerogluReconfigurable Intelligent SurfacesQuantum Advantage

  53. A Fully GPU-Accelerated Framework for High-Performance Configuration Interaction Selection with Neural Network Quantum States

    Apr 17, 2026Daran Sun, Bowen Kan, Haoquan Long +13Quantum Neural NetworksMany-Body Physics

  54. Weak Adversarial Neural Pushforward Method for the Wigner Transport Equation

    Apr 9, 2026Andrew Qing He, Wei Cai, Sihong ShaoPhase SpaceQuantum Neural Networks

  55. Stochastic Quantum Spiking Neural Networks with Quantum Memory and Local Learning

    Jun 26, 2025Jiechen Chen, Bipin Rajendran, Osvaldo SimeoneQuantum Neural NetworksSpiking Neural Networks

  56. Trainability-Oriented Hybrid Quantum Regression via Geometric Preconditioning and Curriculum Optimization

    Date pendingQingyu Meng, Yangshuai WangQuantum Neural NetworksHybrid Quantum Neural Networks