Quantum Generative Modeling

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1 paper in the last four weeks, down 75% on the four weeks before. 0.0% of all new papers.

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  1. Learning Disentangled Representations with Quantum Variational Autoencoders

    Oct 5, 2026Gaoyuan Wang, Jerry Tan, Mark GersteinVariational AutoencodersDisentangled Representation Learning

    Program in Computational Biology and Bioinformatics, Yale University, New Haven, Connecticut 06520, USA · Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, Connecticut 06520, USA · Department of Computer Science, Yale University, New Haven, Connecticut 06520, USA +2

  2. Quantum Fidelity Landscape-Guided Prior Calibration for Single-Circuit QGAN Image Generation

    Sep 29, 2026Xue Yang, Rigui Zhou, Dax Enshan Koh +5Quantum Generative ModelingImage Generation

    School of Information Engineering, Shanghai Maritime University, Shanghai 201306, China · Research Center of Intelligent Information Processing and Quantum Intelligent Computing, Shanghai 201306, China · Quantum Innovation Centre (Q.InC), Agency for Science, Technology and Research (A*STAR), 2 Fusionopolis Way, Innovis #08-03, Singapore 138634, Republic of Singapore +5

  3. Quantum MeanFlow: single-shot generative sampling on NISQ hardware

    Sep 2, 2026Ashish Joshi, Eshaan Mistry, Takahiko KoyamaQuantum Generative ModelingFlow Matching

    1Human Biology-Microbiome-Quantum Research Center (WPI-Bio2Q), Keio University, Tokyo, Japan · 2Keio University Sustainable Quantum Artificial Intelligence Center (KSQAIC), Keio University, Tokyo, Japan · University of California, Berkeley, CA, USA

  4. Towards unsupervised representation learning for quantum data: quantum models with inference and generation

    Aug 31, 2026Robin Lorenz, Eric Brunner, Marcello BenedettiLatent Variable ModelsQuantum Generative Modeling

    Quantinuum, London, United Kingdom

  5. "Train classical, deploy quantum" requires rethinking generalization

    Aug 31, 2026Snehal Raj, Natansh Mathur, Alejandro Perdomo-OrtizQuantum Generative Modeling

    QC Ware Corp., Palo Alto, USA and Paris, France · LIP6, CNRS, Sorbonne Universit´e, Paris, France

  6. CoQui: A Coordinate-Conditioned Quantum Implicit Generative Adversarial Network for End-to-End Image Generation

    Aug 12, 2026Xue Yang, Rigui Zhou, ShiZheng Jia +7Implicit Neural RepresentationsQuantum Generative Modeling

    School of Information Engineering, Shanghai Maritime University, Shanghai 201306, China · Research Center of Intelligent Information Processing and Quantum Intelligent Computing, Shanghai 201306, China · Quantum Innovation Centre (Q.InC), Agency for Science, Technology and Research (A*STAR), 2 Fusionopolis Way, Innovis, #08-03, Singapore 138634, Republic of Singapore +5

  7. Representational separation between unitary and channel quantum generative models via shared classical randomness at shallow depth

    Aug 5, 2026Arunava Majumder, Marius Krumm, Hendrik Poulsen Nautrup +1Quantum Generative ModelingQuantum Machine Learning

    University of Innsbruck, Department of Theoretical Physics, Technikerstraße 21a, A-6020 Innsbruck, Austria.

  8. Quantum Circuits in Diffusion Models: A Fair-Comparison Study and a Mechanistic Analysis of Angle-Embedding Failures

    Jul 10, 2026Jaeuk Kim, Sanghoon YooQuantum Generative ModelingVariational Quantum Circuits

    NextITS Co., Ltd.

  9. 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

  10. Generative Modeling of Quantum Distribution with Functional Flow Matching

    Jul 1, 2026Jaehoon Hahm, Tak Hur, Joonseok Lee +1Flow MatchingQuantum Generative Modeling

    Department of Statistics and Data Science, Yonsei University, Seoul, Korea · Graduate School of Data Science, Seoul National University, Seoul, Korea · Google Research, Mountain View, California, United States +1

  11. 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..

  12. Intrinsic Flow Matching on Quantum Pure-State Manifolds with Phase-Aligned Transport

    Jun 19, 2026Jian Xu, Delu Zeng, John Paisley +1Flow MatchingQuantum Generative Modeling

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

  13. 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

  14. Trainability of IQP Quantum Circuit Born Machines Under Gaussian Initialization

    Jun 8, 2026Gennaro De Luca, Vinayak Sharma, Aviral ShrivastavaQuantum Generative ModelingQuantum Machine Learning

    SCAI, Arizona State University

  15. QnRL: Quantum-Native Reinforcement Learning

    Jun 6, 2026Alexander DeRieux, Walid SaadDistributional RLQuantum Generative Modeling

    Bradley Department of Electrical and Computer Engineering, Virginia Tech Institute for Advanced Computing, Alexandria, VA 22305 USA

  16. Latent-Conditioned Parameterized Quantum Circuits as Universal Approximators for Distributions over Quantum States

    May 27, 2026Quoc Hoan Tran, Koki Chinzei, Yasuhiro Endo +1Latent Variable ModelsQuantum Generative Modeling

    Quantum Laboratory, Fujitsu Research, Fujitsu Limited, Kawasaki, Kanagawa 211-8588, Japan

  17. Generative Quantum-inspired Kolmogorov-Arnold Eigensolver

    May 6, 2026Yu-Cheng Lin, Yu-Chao Hsu, I-Shan Tsai +9Quantum Generative ModelingQuantum Chemistry

    Department of Electrophysics, National Yang Ming Chiao Tung University, Hsinchu, Taiwan. · National Center for High-Performance Computing, National Institutes of Applied Research, Hsinchu, Taiwan · Cross College Elite Program, National Cheng Kung University, Tainan, Taiwan +7

  18. Stochastic Schrödinger Diffusion Models for Pure-State Ensemble Generation

    May 5, 2026Jian Xu, Wei Chen, Shigui Li +5Quantum Generative ModelingQuantum State Preparation

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

  19. From Characterization To Construction: Generative Quantum Circuit Synthesis from Gate Set Tomography Data

    May 2, 2026King Yiu Yu, Aritra Sarkar, Erbing Hua +3Quantum Circuit CompilationQuantum Generative Modeling

    1Quantum and Computer Engineering, Delft University of Technology, The Netherlands · 2QuTech, Delft University of Technology, The Netherlands · 3Kavli Institute of Nanoscience Delft, Delft University of Technology, The Netherlands

  20. Implementation of Quantum Implicit Neural Representation in Deterministic and Probabilistic Autoencoders for Image Reconstruction/Generation Tasks

    Mar 6, 2026Saadet Müzehher ErenVariational AutoencodersQuantum Generative Modeling

    Department of Physics, Izmir Institute of Technology, Gülbahçe, Urla, 35430, Izmir, Turkey.

  21. Scaling Quantum Machine Learning without Tricks: Full-Resolution and Diverse Image Generation

    Feb 27, 2026Jonas Jäger, Florian J. Kiwit, Carlos A. RiofríoQuantum Generative ModelingImage Generation

    BMW Group, Munich, Germany · Department of Computer Science and Institute of Applied Mathematics, University of British Columbia (UBC), Vancouver, Canada · Stewart Blusson Quantum Matter Institute (QMI), Vancouver, Canada +1

  22. Quantum Flow Matching

    Aug 17, 2025Zidong Cui, Pan Zhang, Ying TangFlow MatchingQuantum Generative Modeling

    Institute of Fundamental and Frontier Sciences, University of Electronic Science and Technology of China, Chengdu 611731, China · Institute of Theoretical Physics, Chinese Academy of Sciences, Beijing 100190, China · School of Fundamental Physics and Mathematical Sciences, Hangzhou Institute for Advanced Study, UCAS, Hangzhou 310024, China +3