Latent Diffusion Models

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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. Local Content-Style Control for Diffusion-based Image Stylization

    Oct 6, 2026Amir SemmoLatent Diffusion ModelsImage Style Transfer

    Digital Masterpieces GmbH Potsdam, Germany

  2. PhysLDM: Latent Diffusion for High-Fidelity Deformable Simulation

    Oct 6, 2026Yu Zhang, Xudong Xu, Xingang PanVariational AutoencodersLatent Diffusion Models

    S-Lab, Nanyang Technological University, Singapore · Shanghai Artificial Intelligence Laboratory, Shanghai, China

  3. Diffusable Latents from Structure-Agnostic Distillation

    Sep 30, 2026Adrien Ramanana Rahary, Nicolas Dufour, Patrick Pérez +1Latent Diffusion ModelsDiffusion Model Distillation

    LIGM, ENPC, IP Paris, CNRS, UGE · Kyutai

  4. PCaPaint: Prostate Cancer Inpainting by Mitigating Shortcut Learning

    Sep 29, 2026Levente Lippenszky, Hongxu Yang, Marcell Dömötör +2Synthetic Data AugmentationLatent Diffusion Models

    GE HealthCare

  5. LDM-is-AE: Latent Diffusion Model is an Auto-Encoder for End-to-End Image Generation

    Sep 29, 2026Zhengqiang Zhang, Lingchen Sun, Rongyuan Wu +4Diffusion TransformerLatent Diffusion Models

    The Hong Kong Polytechnic University · OPPO Research Institute

  6. DirectUV: Image-Conditioned UV Texture Generation with Surface-Aware Positional Encoding

    Sep 28, 2026Jiantao Lin, Yingjie Xu, Mingzhi Sheng +3Latent Diffusion ModelsPositional Encoding

    The Hong Kong University of Science and Technology (Guangzhou) · The Hong Kong University of Science and Technology

  7. On the Diffusibility of High-Dimensional Latents

    Sep 23, 2026Chao Feng, Zhiyang Xu, Bowei Chen +7Flow MatchingLatent Diffusion Models

    Cornell University · Virginia Tech · University of Washington +2

  8. Zero-Shot Object Removal via Attention Masking, Latent Anchoring, and Refinement

    Sep 23, 2026Arman Taghizadeh, Ulf Krumnack, Kai-Uwe KühnbergerLatent Diffusion ModelsImage Inpainting

    Institute of Cognitive Science, Osnabrück University, Osnabrück, Germany

  9. Multimodal Conditioning of Fine-Tuned Stable Diffusion XL for Controllable and Culturally Faithful Ulos Motif Generation

    Sep 16, 2026Humasak Simanjuntak, Tamara Yunika Sianipar, Bronson T. M Siallagan +2Latent Diffusion ModelsImage Generation

    Faculty of Informatics and Electrical Engineering, Institut Teknologi Del, Indonesia

  10. SlotDiT: Object-Centric Representations for Diffusion Transformers

    Sep 15, 2026Gjergj Plepi, Sven BehnkeDiffusion TransformerLatent Diffusion Models

    Autonomous Intelligent Systems, Computer Science Institute VI – Intelligent Systems and Robotics, Center for Robotics and the Lamarr Institute for Machine Learning and Artificial Intelligence, University of Bonn, Germany

  11. MedDiME: Efficient Latent Diffusion with Adaptive Masking for Medical Counterfactual Generation

    Sep 14, 2026Yan Zeng, Changlu Guo, Anders Nymark Christensen +2Counterfactual ExplanationsLatent Diffusion Models

    Department of Applied Mathematics and Computer Science, Technical University of Denmark

  12. ToPO: Token-Conditioned Preference Routing for Attention-Based Latent Diffusion Models

    Sep 3, 2026Juntao Xu, Shihong Li, Hoi Fan Au +1Diffusion Model AlignmentLatent Diffusion Models

    Tsinghua University · University of Electronic Science and Technology of China · Stanford University

  13. TimeSteer: Inference-Time Speech Scheduling in Joint Audio-Visual Diffusion Models

    Sep 1, 2026Chao Zhou, Yiling Chen, Qi Chu +3Audio-Video GenerationLatent Diffusion Models

  14. HarmoCore: Functional Latent Diffusion for Sparse Reconstruction of Oscillatory Wave Fields

    Sep 1, 2026Lihao Chen, Xinyu Zhang, Panqi Chen +4Sparse RecoveryLatent Diffusion Models

    College of Information Science and Electronic Engineering, Zhejiang University

  15. Identity-Conditioned Latent Consistency Distillation for Face Synthesis

    Aug 31, 2026Tiago Kienen Chaves, Bernardo Biesseck, David MenottiSynthetic Data AugmentationLatent Diffusion Models

    Department of Informatics, Federal University of Paraná, Curitiba, Brazil · Federal Institute of Mato Grosso (IFMT), Pontes e Lacerda, MT, Brazil

  16. SimCast-S2S: A Computationally Efficient Diffusion Model for Subseasonal Precipitation Forecasting

    Aug 27, 2026Hiep V. Dang, Antonios MamalakisPrecipitation ForecastingLatent Diffusion Models

    Department of Environmental Sciences, University of Virginia, Charlottesville, VA 22903, United States · School of Data Science, Department of Environmental Sciences, University of Virginia, Charlottesville, VA 22903, United States

  17. PixSDS: Why Latent SDS Makes Noisy Pixels

    Aug 13, 2026Vsevolod SkorokhodovDiffusion Model GuidanceLatent Diffusion Models

    EPFL, Lausanne, Switzerland

  18. When Latents Forget Pixels: Restoring Fidelity in Diffusion Transformer Super-Resolution

    Aug 10, 2026Yu Shi, Yuyao Zhang, Yu-wing TaiDiffusion Model GuidanceDiffusion Transformer

    Dartmouth College

  19. DeepFreqMark: End-To-End Learnable Frequency-Domain Watermarking with Spherical Attack Simulation for Latent Diffusion Models

    Aug 10, 2026Chen-Hsiu Huang, Mario Köppen, Ja-Ling WuDiffusion Model WatermarkingLatent Diffusion Models

    National Taiwan University, Taipei, Taiwan · Kyushu Institute of Technology, Fukuoka, Japan

  20. SC-Diff: Semantically Calibrated Diffusion for Visible-to-Infrared Image Translation

    Aug 9, 2026Junyin Zhang, Siyu Huang, Jianxiong Ye +4Image-to-Image TranslationLatent Diffusion Models

    School of Intelligent Systems Engineering, Shenzhen Campus of Sun Yat-sen University, Shenzhen, Guangdong 518107, P.R. China · Tsinghua Shenzhen International Graduate School, Tsinghua University, Shenzhen, Guangdong 518055, P.R. China · School of Mathematics and Statistics, Xi’an Jiaotong University, Xi’an, Shaanxi 710049, P.R. China

  21. Intrinsic-Hybrid Latent Diffusion Models for Generative Modeling on Unknown Manifolds

    Aug 5, 2026Yizhu Wang, Mu Niu, Xiaochen YangLatent Diffusion ModelsGenerative Modeling

    School of Mathematics and Statistics, University of Glasgow, Glasgow, U.K.

  22. Diff-Symbo: Text-Controlled Long-Duration Symbolic Music Generation Using Autoregressive Latent Diffusion Model

    Aug 5, 2026Zhiwei Lin, Jun Chen, Boshi Tang +5Text-to-Music GenerationLatent Diffusion Models

    Shenzhen International Graduate School, Tsinghua University, Shenzhen, China · Huawei Technologies Co., Ltd., Shenzhen, China · The Chinese University of Hong Kong, Hong Kong SAR, China

  23. Separate-and-Detect: Unified Drum Transcription and Stem Generation via Latent Diffusion

    Aug 2, 2026Wei-Han Hsu, Chih-Cheng Chang, Bo-Yu Chen +2Latent Diffusion ModelsAutomatic Music Transcription

    Data Science Degree Program, National Taiwan University and Academia Sinica, Taipei, Taiwan · Institute of Information Science, Academia Sinica, Taiwan · Rhythm Culture Corporation +1

  24. Round-Trip Consistency: Bidirectional Diffusion Models Can Predict Their Own Rollout Errors

    Aug 1, 2026Alexander ScheinkerUncertainty QuantificationLatent Diffusion Models

    Los Alamos National Laboratory Los Alamos, NM, 87544, USA

  25. Reconstruction-Shift Discrimination via Mask-Guided Latent Diffusion for Medical Anomaly Detection

    Aug 1, 2026Yibo Wan, Jinyu Cai, Yunhe Zhang +2Latent Diffusion ModelsMedical Image Anomaly Detection

    School of Computing, National University of Singapore, Singapore · Institute of Data Science, National University of Singapore, Singapore · Department of Computer and Information Science, SKL-IOTSC, University of Macau, China +1

  26. Correlation-Aware and Gaussianity-Preserving Robust Latent Angular Watermarking for Diffusion Models

    Jul 24, 2026Yebin Zheng, Haonan An, Guang Hua +2Diffusion Model WatermarkingLatent Diffusion Models

    Department of Infocomm Technology Singapore Institute of Technology · Department of Computer Science City University of Hong Kong · School of Electrical and Electronic Engineering Nanyang Technological University

  27. MTVDiff: Multimodal Conditional Latent Diffusion for Enhanced Thermal-to-Visible Face Translation

    Jul 22, 2026Zhiyuan Xia, Haojie Li, Jingyu Lin +2Image-to-Image TranslationLatent Diffusion Models

    School of Computer Science and Engineering, Southeast University, Nanjing, China · Key Laboratory of New Generation Artificial Intelligence Technology and Its Interdisciplinary Applications (Southeast University), Ministry of Education, China · Monash University, Australia

  28. FlashDecoder: Real-Time Latent-to-Pixel Streaming Decoder with Transformers

    Jul 16, 2026Minguk Kang, Suha KwakEfficient Transformer InferenceTransformer

    Pika Labs · POSTECH

  29. Efficient Text-to-Audio Generation via Pruning

    Jul 14, 2026Arshdeep Singh, Yi Yuan, Yun Chen +2Text-to-Audio GenerationLatent Diffusion Models

    1King’s College London (KCL) · University of Surrey, UK

  30. Slot-RAE: Streamlining Object-Centric Learning via Direct Representation Auto-Encoders

    Jul 13, 2026Alexandre Chapin, Emmanuel Dellandrea, Liming ChenLatent Diffusion ModelsImage Generation

    LIRIS, imagine

  31. Autoregressive latent diffusion for 3D molecule generation

    Jul 10, 2026Federico Ottomano, Gaopeng Ren, Yingzhen Li +2Latent Diffusion ModelsMolecular Graph Generation

    Department of Chemistry Imperial College London · Department of Computing Imperial College London

  32. ReGen: Hierarchical Multi-Prompt Representation Generation for Efficient Waveform Diffusion Models

    Jul 10, 2026Sang-Hoon Lee, Ha-Yeong ChoiAudio Representation LearningLatent Diffusion Models

    Department of Artificial Intelligence, Ajou University, Suwon, Korea · KT Corp., Seoul, Korea

  33. 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

  34. Tuning-Free Latent Diffusion Models for Ultrahigh-Resolution Image Editing

    Jul 7, 2026Wanglong Lu, Lingming Su, Kaijie Shi +4Latent Diffusion ModelsDiffusion Sampling

    College of Computer Science and Artificial Intelligence, Wenzhou University, Wenzhou 325035, China · Department of Computer Science, Memorial University of Newfoundland, St. John’s, NL A1B 3X5, Canada · AI Analytics Team, Nasdaq, St. John’s, NL A1A 0L9, Canada +2

  35. AI for Cultural Heritage Textiles: Fine-Tuned Latent Diffusion for Novel Ulos Motif Synthesis

    Jul 6, 2026Humasak Tommy Argo Simanjuntak, Jesika Purba, Sitogab Girsang +4Latent Diffusion ModelsImage Generation

    Information Systems Study Program, Faculty of Informatics and Electrical Engineering, Institut Teknologi Del · Informatics Study Program, Faculty of Informatics and Electrical · Informatics Department, Institut Teknologi Sepuluh Nopember

  36. CONFLUX: A Latent Diffusion Model for 3D Chest-CT Synthesis with RL Post-Training

    Jul 3, 2026Max Van Puyvelde, Halil Ibrahim Gulluk, Wim Van Criekinge +1Latent Diffusion ModelsMedical Image Synthesis

    Department of Biomedical Data Science, Stanford University School of Medicine · Department of Mathematical Modelling, Statistics & Bioinformatics, Ghent University · Department of Electrical Engineering, Stanford University

  37. BiSLW: Bi-Spectral Latent Watermarking for Generative Diffusion Models

    Jul 2, 2026Aryan PanditDiffusion Model WatermarkingLatent Diffusion Models

    PDPM Indian Institute of Information Technology, Jabalpur, India

  38. InterCMDM: Block-Causal Diffusion for Autoregressive Human Interaction Generation

    Jul 2, 2026Qing Yu, Kent FujiwaraDiffusion TransformerLatent Diffusion Models

    LY Corporation, Tokyo, Japan

  39. MapDreamer: Aerial Imagery Conditioned Latent Diffusion for Lane-Level Map Generation

    Jul 1, 2026Julian Brandes, Philipp Crocoll, Wolfram BurgardHD Map ConstructionLatent Diffusion Models

    Department CSAI at University of Technology Nuremberg, Nuremberg, Germany · Robert Bosch GmbH, Stuttgart

  40. SynLaD: Latent Diffusion for Generating Synthesizable Molecules Conditioned on 3D Pharmacophore Profiles

    Jul 1, 2026Miruna Cretu, John Bradshaw, Patricia Suriana +6Latent Diffusion Models3D Molecular Generation

    University of Cambridge, Cambridge, UK · Prescient Design (AI for Drug Discovery), Genentech, South San Francisco, USA · Work done during an internship at Prescient Design

  41. No Prompt, No Leaks: A Robust Generative Steganography Framework via Prompt-Free Diffusion

    Jun 30, 2026Jingwen Cai, Fen Xiao, Shuhua Deng +1Latent Diffusion ModelsDiffusion-Based Image Generation

    MOE Key Laboratory of Intelligent Computing and Information Processing, Xiangtan University, Xiangtan 411105, China · College of Information Science and Engineering, Hunan Normal University, Changsha 410006, China

  42. Patch-PODiff-ViT: Structured Latent Diffusion with Patchwise POD for Super-Resolution and Uncertainty Quantification

    Jun 30, 2026Onkar Jadhav, Tim French, Matthew Rayson +1Diffusion Models for Image RestorationUncertainty Quantification

    School of Earth and Oceans, UWA Oceans Institute University of Western Australia Crawley, WA, Australia · School of Physics, Mathematics and Computing, Computer Science and Software Engineering University of Western Australia Crawley, WA, Australia

  43. WarpI2I: Image Warping for Image-to-Image Translation

    Jun 30, 2026Shen Zheng, Anurag Ghosh, Gaurav Parmar +1Image-to-Image TranslationLatent Diffusion Models

    Carnegie Mellon University

  44. Rethinking Forgery Attacks on Semantic Watermarks in Black-Box Settings: A Geometric Distortion Perspective

    Jun 29, 2026Cheng-Yi Lee, Yichi Zhang, Yuchen Yang +2Latent Diffusion ModelsDigital Image Forensics

    Academia Sinica, Taipei, Taiwan, ROC · The Pennsylvania State University, PA, US

  45. Bidirectional Autoregressive Latent Diffusion for Forward and Inverse Magnetohydrodynamics

    Jun 28, 2026Alexander ScheinkerUncertainty QuantificationAutoregressive Diffusion

    Los Alamos National Laboratory, Los Alamos, NM, 87545.

  46. Evidence-Based Text-Conditioned 3D CT Synthesis for Ovarian Cancer

    Jun 27, 2026Francesca Pia Panaccione, Eugenio Lomurno, Francesca Fati +11Medical ImagingLatent Diffusion Models

    1AIRLab, Politecnico di Milano, Milan, Italy · 2NEARLab, Politecnico di Milano, Milan, Italy · 3Istituto Europeo di Oncologia, Milan, Italy +2

  47. Latent Diffusion Posterior Sampling with Surrogate Likelihood Guidance for PDE Inverse Problems

    Jun 25, 2026Yuanzhe Wang, Alexandre M. TartakovskyLatent Diffusion ModelsBayesian Inverse Problems

    Department of Civil and Environmental Engineering University of Illinois Urbana-Champaign Urbana, IL 61801

  48. TensorLDM: A Component-Wise Latent Diffusion Model for Volumetric DTI Reconstruction from Sparse DWIs

    Jun 24, 2026Junhyeok Lee, Kyu Sung ChoiLatent Diffusion ModelsAccelerated MRI Reconstruction

    Interdisciplinary Program in Cancer Biology, Seoul National University College of Medicine · Department of Radiology, Seoul National University Hospital · Department of Radiology, Seoul National University College of Medicine +1

  49. Anatomically-conditioned Latent Diffusion Model for Data-Efficient Few-Shot Cross-Domain 3D Glioma MRI Synthesis

    Jun 24, 2026Salman Shaik, Truong Thanh Hung Nguyen, Hung CaoLatent Diffusion ModelsMedical Image Synthesis

    Analytics Everywhere Lab, University of New Brunswick, Canada

  50. Latent Block-Diffusion Temporal Point Processes: A Semi-Autoregressive Framework for Asynchronous Event Sequence Generation

    Jun 23, 2026Shuai Zhang, Yancheng Chen, Chuan Zhou +5Temporal Point ProcessesLatent Diffusion Models

    Academy of Mathematics and Systems Science, Chinese Academy of Sciences, Beijing 100190, China · Institute of Information Engineering, Chinese Academy of Sciences, Beijing 100093, China · Department of Data Science, City University of Hong Kong, Hong Kong 999077, China +1

  51. PeLAP-A: Adaptive Latent Pruning for Lightweight Latent Diffusion Models

    Jun 22, 2026Kissa Zahra, Zaib Un NisaLatent Diffusion ModelsNeural Network Pruning

    Department of Computer Science, National University of Computer and Emerging Sciences

  52. The Impact of VAE Design on Latent Pose Representations for Diffusion-based Sign Language Production

    Jun 22, 2026Guilhem Fauré, Mostafa Sadeghi, Sam Bigeard +1Variational AutoencodersRepresentation Learning

    MULTISPEECH · Universit´e de Lorraine, CNRS, Inria, LORIA · LORIA

  53. FedOT: Ownership Verification and Leakage Tracing via Watermarks for Federated LDMs

    Jun 22, 2026Wenlong Cheng, Yuan Gan, Yunqiu Xu +1Diffusion Model WatermarkingLatent Diffusion Models

    Northwest Normal University · The University of Tokyo · National University of Singapore +1

  54. SeFi-Image: A Text-to-Image Foundation Model with Semantic-First Diffusion

    Jun 21, 2026Ruoyu Feng, Jinming Liu, Yuqi Wang +7Latent Diffusion ModelsT2I Generation

    SeFi Team

  55. VT-DUDA: Visual Token Conditioning for Diffusion-guided Unsupervised Domain Adaptation

    Jun 19, 2026Xuan Qi, Daniele Berardini, Dario Serez +2Synthetic Data AugmentationUnsupervised Domain Adaptation

    AI for Good (AIGO), Istituto Italiano di Tecnologia · DITEN, University of Genoa · MaLGa, DIBRIS, University of Genoa +1

  56. Diffusion-Driven State Space Models

    Jun 19, 2026Jack Ruder, Michael WojnowiczLatent Dynamics ModelingLatent Diffusion Models

    1Montana State University

  57. CrossFlow: One-Step Generation Across Latent and Pixel Spaces

    Jun 18, 2026Xiyuan Wang, Xiao Zhang, Yang Li +4Flow MatchingLatent Diffusion Models

    Institute for Artificial Intelligence, Peking University · Tencent · Fudan University

  58. Addressing Detail Bottlenecks in Latent Diffusion for RGB-to-SWIR Image Translation

    Jun 18, 2026Kaili Wang, Martin Dimitrievski, Jose Maria Salvador +3Image-to-Image TranslationLatent Diffusion Models

    imec, 3001 Leuven, Belgium · imec-IPI-Ghent University, 9000 Ghent, Belgium · Yale University, New Haven, CT, USA

  59. DiffMath: Symbol- and Graph-Aware Latent Diffusion Transformer for Handwritten Mathematical Expression Generation

    Jun 18, 2026Wei Pan, Xuhan Zheng, Yilin Shi +5Diffusion TransformerLatent Diffusion Models

    South China University of Technology · Huawei Technologies Co., Ltd.

  60. Learning When to Denoise: Optimizing Asynchronous Schedules for Latent Diffusion

    Jun 18, 2026Bingshuo Qian, Xiang ChengFlow MatchingLatent Diffusion Models

    Department of Electrical and Computer Engineering Duke University