Hybrid Quantum-Classical ML

ML: Machine Learning

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8 papers in the last four weeks, against 2 the four weeks before. 0.1% of all new papers.

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  1. VQCSim: When Does Compile-Once Statevector Simulation Beat Generic Quantum Frameworks?

    Jul 13, 2026Anton Firc, Martin Perešíni, Vojtěch Mrázek +7GPU AccelerationHybrid Quantum-Classical ML

    EvoAI Hardware Group, Brno University of Technology, Brno, Czech Republic · eBRAIN Lab, Division of Engineering, New York University Abu Dhabi (NYUAD), Abu Dhabi, UAE · Center for Quantum and Topological Systems (CQTS), NYUAD Research Institute, NYUAD, Abu Dhabi, UAE

  2. Quantum-Enhanced Synthetic Data Generation Using Quantum Circuit Born Machines for Imbalanced Tabular Learning

    Jul 10, 2026Tanapol Nuatho, Narisorn Sangnakara, Prapong Prechaprapranwong +1Class-Imbalanced LearningQuantum Machine Learning

    Department of Computer Engineering King Mongkut’s University of Technology Thonburi Bangkok, Thailand

  3. 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

  4. Image classification via a quantum-inspired strategy involving a mixture of experts

    Jul 8, 2026Kumari Jyoti, Rohith Babu, Apoorva D. PatelHybrid Quantum-Classical MLQuantum-Inspired ML

    Centre for High Energy Physics, Indian Institute of Science, Bangalore 560012

  5. An Hybrid Quantum-Classical Diffusion Model for Image Generation

    Jul 8, 2026Qipeng Qian, Keli Deng, Yuntao QianLatent Diffusion ModelsQuantum Generative Modeling

    Program of Applied Mathematics, Department of Mathematics, University of Arizona, Tucson, USA · College of Computer Science and Technology, Zhejiang University, Hangzhou, China

  6. 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

  7. QFedAgent: Quantum-Enhanced Personalized Federated Learning for Multi-Agent Activity Recognition

    Jul 2, 2026Quoc Bao Phan, Tuy Tan NguyenMultimodal Federated LearningHuman Activity Recognition

    Department of Electrical and Computer Engineering FAMU-FSU College of Engineering, Florida State University Tallahassee, FL 32310, USA

  8. Hybrid quantum-classical neural network for sentiment analysis

    Jul 2, 2026Giacomo Cappiello, Filippo Caruso, Xing Liang +1Sentiment AnalysisHybrid Quantum-Classical ML

    Center for Quantum Mathematics, University of Southern Denmark, Campusvej 55, Odense, 5230, Denmark. · Dept. of Physics and Astronomy, Florence Univ., via Sansone 1, I-50019 Sesto Fiorentino, Italy. · School of Computer Science and Mathematics, Kingston University London, KT1 2EE, United Kingdom.

  9. Staged Hybridisation for Visual Quantum Reinforcement Learning via Knowledge Distillation

    Jun 29, 2026Javier Lazaro, Juan-Ignacio Vazquez, Pablo Garcia-BringasHybrid Quantum-Classical MLVariational Quantum Circuits

    University of Deusto, Bilbao, Spain · FSAS International Quantum Center, Fujitsu

  10. Exploring the Effects of Entanglement on Quantum Machine Learning of Pathogen Epitope-Receptor Binding

    Jun 27, 2026Aspen Erlandsson Brisebois, Luis Pablo Gonzalez Dominguez, Shivansi Prajapati +8Quantum Feature MapsQuantum Machine Learning

    Vaccine and Infectious Disease Organization (VIDO), University of Saskatchewan, Saskatoon, SK, Canada · Engineering Science, Faculty of Applied Science, University of Toronto, Toronto, ON, Canada · Department of Mathematics and Statistics, University of Saskatchewan, Saskatoon, SK, Canada +5

  11. Parameter-Efficient Continuous-Variable Photonic Quantum Neural Networks for Edge Quantum AI: Demonstration in Oral Cancer Detection

    Jun 26, 2026Akshay Bhagwan Sonawane, Sophie Choe, Lakshman TamilMedical Image AnalysisHybrid Quantum-Classical ML

    Dept. of Electrical and Computer Engineering University of Texas at Dallas Richardson, TX 75080

  12. Quantum Dynamic Time Warping for Multivariate Time Series Classification

    Jun 26, 2026Diego Alvarez-Estevez, Alejandro Mayorga-Redondo, Eduardo Mosqueira-ReyDynamic Time WarpingMultivariate Time Series Classification

    CITIC Research Center · Universidade da Coruña · A Coruña, 15071, Spain

  13. Quantum Generative Diffusion Model for Real-World Time Series

    Jun 25, 2026Jack Waller, Filippo Caruso, Dimitrios Makris +2Synthetic Data AugmentationQuantum Generative Modeling

    School of Computer Science and Mathematics, Kingston University London, London, KT1 2EE, U.K.. · Department of Physics and Astronomy, University of Florence, Florence, Sesto Fiorentino 50019, Italy. · Department of Electronics and Electrical Engineering, Brunel University of London, London, UB8 3PH, U.K..

  14. Mitigating Measurement-Induced Training Instability in Hybrid Quantum Neural Networks for Protein Classification

    Jun 21, 2026Milton Mondal, Sushovan Chanda, Mohamad Mahdi Alawieh +6Hybrid Quantum-Classical MLQuantum Neural Networks

    Department of Neuro- and Sensory Physiology, University Medical Center Göttingen, Göttingen, Germany

  15. QeHDC: Hyperdimensional Computing based on Quantum-enhanced binding and SuperClass Construction

    Jun 21, 2026Yangjie Xu, Hui Huang, Li Ning +1Hybrid Quantum-Classical MLHyperdimensional Computing

    University of Luxembourg Kirchberg, Luxembourg · Stellaris AI Limited Hong Kong, China

  16. Configurable Algorithms for Histopathologic Cancer Detection on Quantum Hardware

    Jun 19, 2026Nandika Goyal, Glen Uehara, Andreas SpaniasEdge InferenceHybrid Quantum-Classical ML

    SenSIP Center, School of ECEE · Arizona State University

  17. Quantum-classical physics-informed Kolmogorov-Arnold networks for PDEs

    Jun 18, 2026Xiang Rao, Yuxuan ShenPDE SolvingHybrid Quantum-Classical ML

    1. School of Petroleum Engineering, Yangtze University, Wuhan 430100, China · 2. School of Computer Science, Yangtze University, Jingzhou 434023, China · 3. State Key Laboratory of Low Carbon Catalysis and Carbon Dioxide Utilization (Yangtze University), Wuhan 430100, China +2

  18. A Controlled Benchmark of Quantum-Latent GAN Augmentation for Brain MRI

    Jun 17, 2026Syed Mujtaba Haider, Silvia FiginiSynthetic Data AugmentationQuantum Generative Modeling

    Department of Political and Social Sciences, University of Pavia, Pavia, Italy

  19. A Hybrid Quantum-Classical Approach for Melt Pool Prediction in Laser Powder Bed Fusion

    Jun 17, 2026Matthew M. Sato, Kincho H. LawQuantum Machine LearningHybrid Quantum-Classical ML

    Engineering Informatics Group Department of Civil and Environmental Engineering Stanford University Stanford CA, 94305

  20. Quantum Annealing Enhanced Reinforcement Learning for Accurate Remaining Useful Lifetime Prediction

    Jun 16, 2026Manoranjan Gandhudi, Arunkumar V., G. R. Anil +1RUL EstimationQuantum Annealing

    Central University of Karnataka, Kalaburagi, India · University College of Engineering, Anna University, Tiruchirappalli, Tamil Nadu, India · AIONOS India Pvt Ltd, Hyderabad, India +1

  21. Quantum-classical hybrid models based on error correction for time series forecasting

    Jun 13, 2026Jonathan H. A. de Carvalho, Filipe C. de L. Duarte, Fernando M. de Paula Neto +1Time Series ForecastingQuantum Machine Learning

    Centro de Inform´atica, Universidade Federal de Pernambuco, Recife, Brazil · Departamento de Finan¸cas e Contabilidade, Universidade Federal da Para´ıba, Jo˜ao Pessoa, Brazil

  22. Hybrid Classical-Quantum (HCQ) Alzheimer's Classification via Supervised ββ-VAE and Quantum Kernels

    Jun 12, 2026Tia Tiwari, Vamshi Krishna Kancharla, Neelam SinhaVariational AutoencodersHybrid Quantum-Classical ML

    Centre for Brain Research, Indian Institute of Science · Vision and AI Lab (VAL), Indian Institute of Science

  23. Hybrid Classical-Quantum Variational Autoencoder for Neural Topic Modeling

    Jun 11, 2026Ivan KankeuVariational AutoencodersTopic Modeling

  24. Higher-Order Token Interactions via Quantum Attention

    Jun 10, 2026Jian Xu, Chao Li, Delu Zeng +2Hybrid Quantum-Classical MLQuantum Neural Networks

    1RIKEN iTHEMS · 2RIKEN AIP · 3South China University of Technology +1

  25. Quantum-Enhanced Similarity Measures for Polarimetric Materials Classification

    Jun 5, 2026Sara Shojaei, Seyed Mohamad Ali Tousi, Emma Bennett +6Hybrid Quantum-Classical MLMaterials Science

    University of Missouri–Columbia, MO, USA · Saint Louis University, MO, USA

  26. QPredSGG: Hybrid Quantum Predicate Learning for Long-Tailed Scene Graph Generation

    Jun 3, 2026Prerana Ramkumar, Nouhaila Innan, Muhammad ShafiqueScene Graph GenerationLong-Tailed Classification

    College of Engineering, American University of Sharjah, Sharjah, UAE · eBRAIN Lab, Division of Engineering, New York University Abu Dhabi (NYUAD), Abu Dhabi, UAE · Center for Quantum and Topological Systems (CQTS), NYUAD Research Institute, NYUAD, Abu Dhabi, UAE

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

    Jun 2, 2026Natansh Mathur, Panagiotis Kl. Barkoutsos, Masako Yamada +2Hybrid Quantum-Classical MLQuantum Neural Networks

    IRIF, CNRS and Université Paris Cité and QC Ware, France · QC Ware, France · IonQ +2

  28. Quantum Algorithm for Distributed Reduction of Entanglements (QADR): A Trainable and Simulation-Efficient QML Framework

    May 31, 2026Syed Farhan Ahmad, Gregory T. ByrdHybrid Quantum-Classical MLBarren Plateaus

    Department of ECE, North Carolina State University, Raleigh, North Carolina, USA

  29. Accelerating physics-informed neural networks for full waveform inversion using a hybrid quantum-classical finite-basis architecture

    May 31, 2026Hoang Anh Nguyen, Divakar Vashisth, Ali TuraHybrid Quantum-Classical MLPhysics-Informed ML

    Department of Geophysics, Colorado School of Mines, Golden, CO 80401 USA · Department of Energy Science and Engineering, Stanford University, Stanford, CA 94305 USA · Department of Petroleum Engineering, Colorado School of Mines, Golden, CO 80401 USA

  30. HQ-JEPA: Hybrid Quantum Joint-Embedding Predictive Architecture for Cross-Modal Remote Sensing Representation Learning

    May 29, 2026Md Aminur Hossain, Ayush V. Patel, Sanjay K. Singh +1Representation LearningCross-Modal Representation Learning

    Space Applications Centre, Indian Space Research Organisation, Ahmedabad, India · Centre of Studies in Resources Engineering, Indian Institute of Technology Bombay, Mumbai, India