Conditional Generative Modeling

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29 papers in the last four weeks, up 142% on the four weeks before. 0.3% of all new papers.

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  1. AD-DAE: Alzheimer's Disease Progression Modeling with Unpaired Longitudinal MRI using Diffusion Auto-Encoders

    Nov 8, 2025Ayantika Das, Arunima Sarkar, Keerthi Ram +1Medical Image SynthesisAlzheimer's Disease Progression Prediction

    Department of Electrical Engineering, Indian Institute of Technology Madras (IITM), Chennai 600036, India · Sudha Gopalakrishnan Brain Centre (SGBC), IITM, Chennai 600036, India

  2. Causal-Aware Tabular GANs with Reinforcement Learning

    Oct 28, 2025Tu Anh Hoang Nguyen, Dang Nguyen, Tri-Nhan Vo +3Synthetic Data GenerationSynthetic Tabular Data Generation

    Applied Artificial Intelligence Initiative (A2I2), Deakin University, Australia · School of Computer Science and Information Technology, Adelaide University, Australia

  3. Streaming Generation for Music Accompaniment

    Oct 25, 2025Yusong Wu, Mason Wang, Heidi Lei +5Music GenerationConditional Generative Modeling

    Mila, Quebec Artificial Intelligence Institute, Universit´e de Montr´eal · MIT - Massachusetts Institute of Technology · Canada CIFAR AI Chair

  4. Simulation-free Structure Learning for Stochastic Population Dynamics

    Oct 18, 2025Noah El Rimawi-Fine, Adam Stecklov, Lucas Nelson +4Dynamical SystemsCausal Structure Learning

    McGill University · Mila – Quebec AI Institute · AITHYRA +5

  5. Transport-Coupled Bayesian Flows for Molecular Graph Generation

    Oct 11, 2025Yida Xiong, Jiameng Chen, Kun Li +4Molecular Graph GenerationMolecular Generation

    School of Computer Science, Wuhan University, Wuhan, China · Wuhan University Shenzhen Research Institute, Shenzhen, China

  6. What Drives Compositional Generalization in Visual Generative Models? The Importance of Continuous Training Objectives

    Oct 3, 2025Karim Farid, Rajat Sahay, Yumna Ali Alnaggar +4Compositional Image GenerationGenerative Modeling

    University of Freiburg · Bosch Center for Artificial Intelligence · Inria, École Normale Supérieure, CNRS, PSL Research University

  7. ArchesClimate: Probabilistic Decadal Ensemble Generation With Flow Matching

    Sep 19, 2025Graham Clyne, Guillaume Couairon, Guillaume Gastineau +2Neural Surrogate ModelingClimate Science

    ARCHES, INRIA, Paris, France · UMR LOCEAN, IPSL, Sorbonne Universit´e, IRD, CNRS, MNHN, Paris, France · Department of Computer Science, University of Colorado Boulder, USA

  8. Privacy-Preserving Generation of Clinical Narratives from Medical Terminologies

    Sep 13, 2025Yuping Wu, Viktor Schlegel, Warren Del-Pinto +11Medical Report GenerationHealthcare

    Univeristy of Manchester · Imperial College London, Imperial Global Singapore · Khoo Teck Puat Hospital, Singapore +2

  9. Synthetic data for ratemaking: imputation-based methods vs adversarial networks and autoencoders

    Sep 2, 2025Yevhen Havrylenko, Meelis Käärik, Artur TuttarSynthetic Data AugmentationSynthetic Tabular Data Generation

    Department of Actuarial Science, Faculty of Business and Economics, University of Lausanne, Switzerland · Institute of Mathematics and Statistics, Faculty of Science and Technology, University of Tartu, Estonia

  10. Imbalance-Robust and Sampling-Efficient Continuous Conditional GANs via Adaptive Vicinal Learning and Auxiliary Regularization

    Aug 3, 2025Xin Ding, Yun Chen, Yongwei Wang +4Conditional Generative ModelingConditional Generation

    School of Artificial Intelligence/School of Future Technology, Nanjing University of Information Science & Technology, Nanjing, China · Perceptual and Generative AI Lab, Nanjing University of Information Science & Technology, Nanjing, China · College of Media, Zhejiang University, Hangzhou, China

  11. A Conditional GAN for Tabular Data Generation with Probabilistic Sampling of Latent Subspaces

    Aug 1, 2025Leonidas Akritidis, Panayiotis BozanisClass-Imbalanced LearningSynthetic Tabular Data Generation

    Department of Information and Electronic Engineering, International Hellenic University, Thessaloniki, Greece · School of Science and Technology, International Hellenic University, Thessaloniki, Greece

  12. SIGNER: Temporally Grounded Sign Language Generation via Time-Resolved Conditioning

    Jun 9, 2025Taeryung Lee, Hyeongjin Nam, Gyeongsik Moon +1Conditional Generative ModelingSign Language Generation

    IPAI · Dept. of ECE & ASRI, Seoul National University · Dept. of CSE, Korea University

  13. OmegAMP: Targeted AMP Discovery via Biologically Informed Generation

    Apr 24, 2025Diogo Soares, Leon Hetzel, Paulina Szymczak +6Molecular GenerationConditional Generative Modeling

    Institute of AI for Health, Helmholtz Munich · School of Computation, Information and Technology, Technical University of Munich · Institute of Computational Biology, Helmholtz Munich +8

  14. A Survey on Bridging EEG Signals and Generative AI: From Image and Text to Beyond

    Feb 17, 2025Shreya Shukla, Jose Torres, Akshaj Murhekar +4EEG DecodingEEG-Based Visual Decoding

    School of Information, The University of Texas at Austin, Austin, TX, USA · Institute of Applied Computer Science, Łód´z University of Technology, Łód´z, Poland

  15. EM-GANSim: Real-time and Accurate EM Simulation Using Conditional GANs for 3D Indoor Scenes

    May 27, 2024Ruichen Wang, Dinesh ManochaWireless CommunicationsRadio Propagation Modeling

    Department of Computer Science and the Department of Electrical and Computer Engineering, University of Maryland, College Park, MD 20742 USA

  16. SonicMaster: Towards Controllable All-in-One Music Restoration and Mastering

    Date pendingJan Melechovsky, Ambuj Mehrish, Abhinaba Roy +1Conditional Generative Modeling

    Singapore University of Technology and Design, Singapore · Ca’ Foscari University of Venice, Italy.

  17. UniLayDiff: A Unified Diffusion Transformer for Content-Aware Layout Generation

    Date pendingZeyang Liu, Le Wang, Sanping Zhou +4Diffusion TransformerConditional Generative Modeling

    College of Artificial Intelligence, Xi’an Jiaotong University · Amazon.com, Inc. · Pixocial Technology

  18. ProPS: Prompted Profile Synthesis for Natural Language-Conditioned Speaker Embedding Distributions

    Date pendingThomas Thebaud, Junhyeok Lee, Laureano Moro-Velazquez +2Audio Representation LearningConditional Generative Modeling

    Department of Electrical and Computer Engineering, Johns Hopkins University, Baltimore, MD, USA · AMIAD, Palaiseau, France · Department of Signal Theory and Communications, Universidad Carlos III de Madrid (UC3M), Leganes, Spain