Generative Adversarial Networks

Also known as GAN

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9 papers in the last four weeks, up 13% on the four weeks before. 0.1% of all new papers.

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  1. SwinDS-BWE: A Parameter-Efficient Swin-1D Lattice Generator with Decision-Science Discriminators for Speech Bandwidth Extension

    Oct 6, 2026Tarikul Islam Tamiti, Sajid Fardin Dipto, Luke Baja-Ricketts +2Speech EnhancementGenerative Adversarial Networks

    Department of Cyber Security Engineering, George Mason University, Virginia, USA

  2. Reading the Mood: Emotion-Guided Book-to-Music Recommendation via CGANs and LLMs

    Oct 5, 2026Manousos Linardakis, Georgios AlexandridisRecommender SystemsUser Preference Modeling

    School of Electrical & Computer Engineering National Technical University of Athens Zografou, 15780, Greece · Department of Digital Industry Technologies National & Kapodistrian University of Athens Evripos Complex, Psachna, 34400, Greece

  3. Multitask Conditional Generative Adversarial Network Enables Automatic Whole Knee Cartilage and Menisci Segmentation and Reliable T1ρT_{1ρ} and T2T_2 Quantification Without High-Resolution Morphological Images

    Oct 5, 2026Ahmed Tahseen Minhaz, Richard Lartey, Zhiyuan Zhang +8Multi-Task LearningMagnetic Resonance Imaging

    Program of Advanced Musculoskeletal Imaging (PAMI), Cleveland Clinic · Department of Biomedical Engineering, Cleveland Clinic Research, Cleveland Clinic · Department of Mathematics, Case Western Reserve University +1

  4. EndoLive: Real-Time Style Transfer for Endoscopic Endonasal Skull Base Surgical Video

    Oct 1, 2026Griffin Hurt, Calvin BrinkmanImage Style TransferUnpaired Image-to-Image Translation

    University of Pittsburgh School of Computing and Information

  5. Parameterization method of reservoir properties for ensemble-based data assimilation using intermediate latent space of StyleGAN

    Sep 30, 2026Marcio A. Sampaio, Paulo H. Ranazzi, Martin J. BluntData AssimilationGenerative Modeling

    Departamento de Engenharia de Minas e de Petróleo, Escola Politécnica, Universidade de São Paulo, 05508-030, SP, Brasil. · Department of Earth Science and Engineering, Imperial College London, South Kensington, London, UK

  6. UDSS-BWE: Uncertainty- and Decision-Science Inspired Swin BandWidth Extension

    Sep 28, 2026Tarikul Islam Tamiti, Sajid Fardin Dipto, David Vergano +2Generative Adversarial Networks

    Department of Cyber Security Engineering, George Mason University, USA.

  7. StatD2GAN: When Calibration Masks Generator Quality in Held-Out Evaluation of Synthetic Weather Sequences

    Sep 27, 2026Mustafa Ozaytac, Ozge Karadag AtasTime Series GenerationModel Calibration

    Department of Statistics, Graduate School of Science and Engineering, Hacettepe University, Ankara, 06800, Turkey · Department of Statistics, Faculty of Science, Hacettepe University, Ankara, 06800, Turkey

  8. EndoFSA: Endoscopic Few-Shot Image Generation via Rank-Constrained Parameter Adaptation

    Sep 24, 2026Panagiota Gatoula, Grigoris Karypidis, Dimitris K. IakovidisImage GenerationMedical Image Synthesis

    Dept. of Computer Science and Biomedical Informatics University of Thessaly Lamia, Greece

  9. Beyond Pixel Similarity: Task-Aware Evaluation of GAN-Based Synthetic Sonar Data for Robotic Perception

    Sep 16, 2026Hannan Ejaz Keen, Muhammad Moazam Fraz, Karsten BernsSynthetic Data Generation for RoboticsRobotic Perception

    XITASO GmbH IT & Software Solutions, Augsburg, Germany · School of Electrical Engineering and Computer Science at National University of Sciences and Technology (NUST), Islamabad, Pakistan · Department of Computer Science at Technical University of Kaiserslautern, Kaiserslautern, Germany

  10. De-GAN - Dynamic Parameter Tuned GAN for 3D Medical Image Segmentation: A Step Towards Generalisation

    Sep 15, 2026Zoha Usama, Azadeh AlaviMedical Image Segmentation3D Medical Image Segmentation

    School of Computing Technologies, Royal Melbourne Institute of Technology University (RMIT), Melbourne, Australia

  11. PhaseGAN: High-Fidelity Vocoder via Decoupled Amplitude and GAN-Driven Phase Reconstruction

    Sep 14, 2026Wenzheng Zhang, Xueliang Zhang, Shulin He +7Speech ProcessingAudio Generation

    College of Computer Science, Inner Mongolia University, China

  12. FedGenSC: Federated Generative Semantic Communication with Channel-Aware Adaptation

    Sep 8, 2026Rita Abou Fares, Razan Al Kakoun, Maher Nouiehed +1Semantic CommunicationGenerative Adversarial Networks

    Department of Electrical and Computer Engineering, American University of Beirut, Beirut, Lebanon · Department of Industrial Engineering, American University of Beirut, Beirut, Lebanon

  13. UnCapsTSR: An Unsupervised Transformer-based Image Super-Resolution Approach for Capsule Endoscopy Images

    Sep 2, 2026Anjali Sarvaiya, Shubh Kawa, Lalit Agrawal +3Image Super-ResolutionEndoscopy

    Department of Electronics Engineering, Sardar Vallabhbhai National Institute of Technology, Surat, India

  14. On the Reliability of Generative Augmentation: A Wasserstein-Based Theoretical and Empirical Study

    Sep 1, 2026Chathurika S Abeykoon, Mathias Nthiani Muia, Mallory GoldsteinClass-Imbalanced LearningSynthetic Data Augmentation

  15. GenONet: A Generative operator Network for High-Resolution Precipitation Nowcasting

    Sep 1, 2026Mohammad Kian Golkar, Luciano Alves de Oliveira, Mohammad KhanjaniPrecipitation ForecastingSpatiotemporal Forecasting

    University of Illinois Urbana-Champaign · Sharif University of Technology

  16. Generative multi-domain transfer learning for fault detection in data-scarce wind turbines

    Aug 31, 2026Stefan Jonas, Angela MeyerMulti-Source Domain AdaptationUnsupervised Anomaly Detection

    School of Engineering and Computer Science, Bern University of Applied Sciences, Biel, Switzerland · Faculty of Informatics, Università della Svizzera italiana, Lugano, Switzerland · Department of Geoscience and Remote Sensing, Delft University of Technology, Delft, The Netherlands

  17. Sign Language Video Synthesis via Loss-Guided Multi-Expert GANs

    Aug 13, 2026Dingzhan Nong, Zhihao Ren, Ziqi Li +1Generative Adversarial NetworksSign Language Generation

    Glassbox AI

  18. Novel Knowledge-Guided Generative Methods for Synthetic Transcriptomic Data

    Aug 13, 2026Francesca Pia Panaccione, Sofia Mongardi, Marco Masseroli +1Graph Neural NetworksSynthetic Data Generation

    DEIB - Dipartimento Elettronica, Informazione e Bioingegneria, Politecnico di Milano, Milan, Italy

  19. 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

  20. Deciding When to Switch: E-Processes for Adaptive Minimax Training for Generative Adversarial Nets

    Aug 10, 2026Hyunjoo Kim, Sicheng Wu, Agastya Venkatraman +2Min-Max OptimizationSequential Hypothesis Testing

    Department of Statistics, Ewha Womans University · Department of Mathematics, Purdue University · Department of Computer Science, Purdue University

  21. Anatomically Consistent Cross-Contrast Super-Resolution of Anisotropic Brain T2w MRI

    Aug 9, 2026Mengqi Shen, Haicheng Wang, Meghna Trivedi +4Medical Image Super-ResolutionBrain MRI

    Data Science Institute, Columbia University, New York, NY, USA · Department of Mechanical and Materials Engineering, University of Cincinnati, Cincinnati, OH, USA · Herbert Irving Comprehensive Cancer Center, Columbia University, New York, NY, USA +2

  22. Extended Field of View Analysis for VideoGAN-based Trajectory Generation

    Aug 3, 2026Annajoyce Mariani, Kira Maag, Hanno GottschalkPhysical Consistency in Video GenerationAutonomous Driving Simulation

    Technical University of Berlin, Berlin, Germany · Heinrich Heine University Düsseldorf, Düsseldorf, Germany

  23. Physics-Informed Deep Learning Model for Cross-Modality Super-Resolution in Fluorescence Microscopy

    Jul 23, 2026Mohammad Soltaninezhad, Elena Corbetta, Francisco Paez Larios +4Image-to-Image TranslationPhysics-Informed ML

    Department “Photonic Data Science”, Leibniz Institute of Photonic Technology, Member of Leibniz Health Technologies, Member of the Leibniz Center for Photonics in Infection Research (LPI), Jena, Germany · Work group “Photonic Data Science”, Institute of Physical Chemistry (IPC) and Abbe Center of Photonics (ACP), Friedrich Schiller University Jena, Member of the Leibniz Center for Photonics in Infection Research (LPI), Jena, Germany · Institute of Applied Optics and Biophysics, Friedrich Schiller University Jena, Jena, Germany +3

  24. Unsupervised Metal Artifact Reduction in Dental CBCT using Fine-tuned Cycle-Consistent Adversarial Networks

    Jul 23, 2026G. L. T. Chamika, S. N. A. Dhanapala, P. H. S. V. Nimalaweera +2Image EnhancementCone-Beam CT

    Department of Electrical and Electronic Engineering, University of Peradeniya, Peradeniya, Sri Lanka · Department of Oral Medicine and Periodontology, Faculty of Dental Sciences, University of Peradeniya, Peradeniya, Sri Lanka

  25. Fast Fourier Convolutional GAN for 30 m Clear-Sky Land Surface Temperature Gap-Free Reconstruction

    Jul 22, 2026Marwa Alfouly, Smajil Halilovic, Nils Bochow +3Remote SensingImage Inpainting

    Technical University of Munich, Chair of Renewable and Sustainable Energy Systems, Germany · Helmholtz Centre for Polar and Marine Research, Alfred Wegener Institute, Germany · Technical University of Munich, Professorship of Earth System Modelling, Germany +1

  26. Breaking the Homogeneity Assumption: Specialized Multi-Generator Adversarial Learning for Rare Failure Detection in Predictive Maintenance

    Jul 21, 2026Alexis Lazanas, Georgios KampouropoulosClass-Imbalanced LearningSynthetic Data Augmentation

    Department of Mechanical Engineering and Aeronautics, University of Patras, Patras, Greece

  27. Local Label-Informed Feature Transfer for Generating Ground-Truth Medical Images: A Comparison of GAN- and Diffusion-Based Approaches

    Jul 21, 2026Rick Wilming, Irem Ozseker, Luca Matteo Cornils +4Diffusion-Based Image GenerationMedical Image Synthesis

    Physikalisch-Technische Bundesanstalt Berlin, Germany · Technische Universität Berlin, Germany

  28. Generating Physically Plausible Parachute Dynamics with Deep Generative Modeling

    Jul 13, 2026Yulong Yang, Clara O'Farrell, Christine Allen-BlanchettePhysics-Informed Generative ModelingPhysics-Informed ML

    Mechanical and Aerospace Engineering, Engineering Quadrangle, Princeton, NJ 08544 · Group Supervisor, Dynamics, Modeling, Flight Mechanics & UQ, 4800 Oak Grove Dr, M/S 198-326, Pasadena, CA 91011, AIAA Member · Center for Statistics and Machine Learning, Engineering Quadrangle, Princeton, NJ 08544

  29. IG-GAN: A Generative Adversarial Network for Aerodynamic Data Generation Based on Intrinsic Geometry

    Jul 13, 2026Ying Yan, Liwei Hu, Xiaoming ZhangSynthetic Data GenerationGeometric Representation Learning

    School of Information Science and Engineering, Hebei University of Science and Technology, Shijiazhuang, 050091, China

  30. Physics-Aware Conditional SetGAN for Spatially Consistent Multi-User TR 38.901 Channel Generation

    Jul 13, 2026Mauro Gonzalo Tarazona-Levano, David Lopez-Perez, Nicola Piovesan +1Wireless CommunicationsRadio Propagation Modeling

    Institute of Telecommunications and Multimedia Applications (iTEAM), Universitat Politècnica de València (UPV), Spain · Beihang Valencia Polytechnic Institute (BVPI), China · Huawei Technologies, France