Quantum Neural Networks

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8 papers in the last four weeks, up 167% on the four weeks before. 0.1% of all new papers.

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  1. Q-PhotoMarket: A Design Space Exploration Framework for Photonic Hybrid Quantum Neural Networks in Financial Market Prediction

    Oct 7, 2026Alberto Marchisio, Hanzalah Mohamed Siraj, Muhammad Kashif +2Quantum Neural NetworksHybrid Quantum-Classical ML

    eBrain Lab, Division of Engineering, New York University Abu Dhabi, PO Box 129188, Abu Dhabi, UAE · Center for Quantum and Topological Systems, NYUAD Research Institute, New York University Abu Dhabi, UAE · SDU Microelectronics, Institute of Mechanical and Electrical Engineering, University of Southern Denmark, Odense, Denmark +1

  2. vFedProtoQNAS: Prototype-Guided Personalized Quantum Neural Architecture Search for Virtual Federated Learning

    Oct 1, 2026Seok Bin Son, Samuel Yen-Chi Chen, Soohyun Park +1Quantum Machine LearningQuantum Neural Networks

    Korea University Seoul, Korea · Wells Fargo New York, USA · Sookmyung Women’s University Seoul, Korea

  3. Neural Fourier Surrogates for Data Reuploading Quantum Neural Networks

    Sep 30, 2026Oliver Knitter, Jonathan Mei, Sang Hyub Kim +3Neural Surrogate ModelingFrequency-Domain Feature Learning

    IonQ Inc., 4505 Campus Drive, College Park, MD 20740, USA.

  4. SQUARE: Structured Quantum Representation Adapters as Compact Quadratic Feature Maps for Frozen Language Models

    Sep 29, 2026Emily Jimin Roh, Hyojun Ahn, Hoyeong Lee +4Quantum Feature MapsRepresentation Learning

    Korea University · Sookmyung Women’s University · Ulsan National Institute of Science and Technology +2

  5. When Quantum Meets AI: Quantum Methods for Machine Learning and Machine Learning Methods for Quantum Systems

    Sep 22, 2026Tak HurNeural Quantum StatesQuantum Error Correction

    Department of Statistics and Data Science Graduate School Yonsei University

  6. Recursive Quantum Long Short-Term Memory for Stable Short-Horizon Temperature Forecasting

    Sep 17, 2026Mu-En Lee, Yen-Ku Liu, Samuel Yen-Chi Chen +1Time Series ForecastingQuantum Machine Learning

    University of Toronto, Toronto, ON, Canada · National Yang Ming Chiao Tung University, Hsinchu, Taiwan · Brookhaven National Laboratory, Upton, NY, USA +1

  7. Quantum Graph Convolutional Networks: Implementation and Trainability Analysis

    Sep 17, 2026Paul San Sebastian Sein, Theodor Iosif, Tilen G. Limbäck-Stokin +2Graph-Based Semi-Supervised LearningVariational Quantum Circuits

    Ikerlan Technology Research Centre, Basque Research and Technology Alliance (BRTA), Arrasate-Mondragon, Spain · University of the Basque Country/Euskal Herriko Unibertsitatea-EHU · Quantum Learning Labs, Department of Computer Science, University College London, London, United Kingdom +4

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

    Sep 16, 2026Yu-Ting Lee, Samuel Yen-Chi Chen, Huan-Hsin TsengVariational Quantum CircuitsQuantum Neural Networks

    Graduate Institute of Communication Engineering, National Taiwan University, Taipei, Taiwan · Wells Fargo, New York, NY, USA · Brookhaven National Laboratory, AI & ML Department, Upton, NY, USA

  9. QTrans: A Quantum Transformer for Sentiment Classification

    Sep 14, 2026Ren-Xin Zhao, Xinjie Huang, Yahong Liu +4Sentiment AnalysisHybrid Quantum-Classical ML

    School of Computer Science, Xiangtan University, Xiangtan 411105, China · School of Electronic Information, Central South University, Changsha 410083, China · Department of Otorhinolaryngology-Head and Neck Surgery, the Third Xiangya Hospital, Central South University, Changsha 410013, China +1

  10. A hybrid quantum-classical neural network for learning to route

    Aug 31, 2026Marcus Rolf Peter Ritt, Alexsandro Santos da Rosa Júnior, Marcos Vinicius Reballo +2Hybrid Quantum-Classical MLVehicle Routing

    Instituto de Pesquisas Eldorado – Porto Alegre – RS – Brazil · Departamento de Física, Universidade Federal de Santa Catarina, Florianópolis 88040-900, SC, Brazil

  11. A Quantum Roadmap for Softmax Attention: Exact Born-Rule Analogs for Softmax Attention on the Probability Simplex

    Aug 11, 2026Eric A. F. Reinhardt, Adam J. HauserSoftmax AttentionQuantum Machine Learning

    Department of Physics and Astronomy University of Alabama, Tuscaloosa, AL 35487, USA

  12. Quantum Incremental Learning with Mixed State Prototypes

    Aug 11, 2026Yu Wu, Qianli Zhou, Xinyang Deng +3Class-Incremental LearningPrototype-Based Classification

    School of Electronics and Information, Northwestern Polytechnical University, Xi’an, 710072, China · School of Computer Science and Technology, Northwestern Polytechnical University, Xi’an, 710072, China · School of Physical and Mathematical Sciences, Nanyang Technological University, Singapore 637371 +5

  13. Investigating Quantum-Embedded Transformers on Classical Datasets for Cross-Modality Classification

    Aug 7, 2026Hao-Yuan ChenHybrid Quantum-Classical MLVariational Quantum Circuits

    Computer Science, University of London

  14. QuanTiMedAI: Quantum-Enhanced Time-Series Model guided by Agentic AI for Cardiac Arrest Mortality Prediction

    Aug 6, 2026Mutasim Fuad Sarker, Adiba Rahman Namira, Wafa Binte Alam +3Hybrid Quantum-Classical MLLongitudinal EHR Modeling

    Dept. of ECE North South University, Dhaka, Bangladesh · Dept. of ECE Memorial University, St. John’s, NL, Canada

  15. How Much Reconstruction Does Quantum Machine Learning Need? Late Fusion of Independently Trained Quantum Subcircuits

    Aug 6, 2026Prabhjot Singh, Adel N. Toosi, Rajkumar BuyyaQuantum Machine LearningHybrid Quantum-Classical ML

    Quantum Cloud Computing and Distributed Systems (qCLOUDS) Lab, School of Computing and Information Systems, The University of Melbourne, Melbourne, VIC, 3010, Australia

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

    Aug 5, 2026Minseo Seong, Youngwook KimHybrid Quantum-Classical MLQuantum Neural Networks

    Sogang University

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

    Aug 2, 2026Léo Monbroussou, Maniraman Periyasamy, Viacheslav Kuzmin +4Hybrid Quantum-Classical MLVariational Quantum Circuits

    Terra Quantum AG, Kornhausstrasse 25, St. Gallen, 9000, Switzerland · Département de Physique Appliquée, Université de Genève, 24 Quai Ernest-Ansermet, Geneva, 1211, Switzerland

  18. Volcanic Clouds Detection through QCNN and Geostationary Satellite Multispectral Imagery

    Jul 29, 2026Federica Torrisi, Claudia Corradino, Alessandro Grilli +5Remote Sensing Image UnderstandingQuantum Convolutional Neural Networks

    Istituto Nazionale di Geofisica e Vulcanologia (INGV), Sezione Osservatorio Etneo · Thales Alenia Space Italia · Dipartimento di Fisica e Astronomia “Ettore Majorana,” Universit`a di Catania, Catania, Italy +2

  19. Hybrid Quantum CNN for Cross-Sensor Spaceborne Volcanic Thermal Activity Recognition Worldwide

    Jul 29, 2026Claudia Corradino, Federica Torrisi, Alessandro Grilli +5Remote Sensing Image UnderstandingHybrid Quantum-Classical ML

    INGV-EO, Catania, Italy · Thales Alenia Space Italia · Dipartimento di Fisica e Astronomia “Ettore Majorana,” Universit`a di Catania, Catania, Italy +2

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

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

    Graduate Institute of Communication Engineering, National Taiwan University, Taipei, Taiwan · Brookhaven National Laboratory, AI & ML Department, Upton, NY, USA · Wells Fargo, New York, NY, USA

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

    Jul 22, 2026Farah Elnakhal, Alberto Marchisio, Nouhaila Innan +2Hybrid Quantum-Classical MLPhotonic Computing

    Science Division, New York University Abu Dhabi, UAE · eBrain Lab, Division of Engineering, New York University Abu Dhabi, PO Box 129188, Abu Dhabi, UAE · Center for Quantum and Topological Systems, NYUAD Research Institute, New York University Abu Dhabi, UAE +1

  22. A Drift Stable Quantum Federated Learning for Intelligent Services

    Jul 22, 2026Shanika Iroshi Nanayakkara, Shiva Raj PokhrelQuantum Machine LearningDeep Unfolding

    School of IT, Deakin University, VIC 3125, Burwood, Australia

  23. Implementations of Quantum and Classical Topology-Aligned Architectures for Molecular Property Prediction

    Jul 15, 2026James T. Pegg, Hubert Okadome Valencia, Ronin WuGraph Neural NetworksVariational Quantum Circuits

    QunaSys Europe Copenhagen, Denmark · QunaSys Inc. Tokyo, Japan

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

    Jul 14, 2026Dibakar SigdelHamiltonian Neural NetworksPort-Hamiltonian Systems

    1Mindverse Computing LLC, Lynnwood, WA 98087

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

    Jul 13, 2026Junrui Zhang, Zemin Chen, Lusi Li +3Backdoor AttacksQuantum Neural Networks

    Department of Computer Science, Old Dominion University, Norfolk, VA, USA · School of Cybersecurity , Old Dominion University, Norfolk, VA, USA

  26. A Novel Parallel QCNN Architecture with Efficient Classical Simulability

    Jul 9, 2026Lawrence Nguyen, Hiu Yung WongQuantum Convolutional Neural NetworksQuantum Circuit Simulation

    Department of Electrical Engineering San Jos´e State University San Jos´e, USA

  27. QCNN with Rough Path Signature Kernels

    Jul 8, 2026Leonardo Nogueira Falabella, Vasily SazonovTime Series ClassificationQuantum Convolutional Neural Networks

    Université Paris-Saclay, CEA, List, F-91120, Palaiseau, France

  28. Low-Overhead Error-Corrected QCNNs Using Bivariate Bicycle Codes

    Jul 7, 2026Alejandro Rosales, Animesh YadavQuantum Convolutional Neural NetworksQuantum Error Correction

    School of Electrical Engineering and Computer Science Ohio University, Athens, OH, USA

  29. Canonical quantization of neurons

    Jul 6, 2026Alexander He, Nana Liu, Mark M. WildeQuantum Machine LearningHybrid Quantum-Classical ML

    Department of Physics, Cornell University, Ithaca, New York 14850, USA · Institute of Natural Sciences, School of Mathematical Sciences, Ministry of Education Key Laboratory in Scientific and Engineering Computing, and Global College, Shanghai Jiao Tong University, Shanghai 200240, China · School of Electrical and Computer Engineering, Cornell University, Ithaca, New York 14850, USA

  30. Stable Self-Modulating Quantum Fast-Weight Programmers with Bounded Memory Gates

    Jul 2, 2026Kuo-Chung Peng, Jiun-Cheng Jiang, Chun-Hua Lin +8Time Series ForecastingVariational Quantum Circuits

    National Taiwan University, Taiwan · Stevens Institute of Technology, NJ, USA · Seoul National University, Korea +3