Diffusion Transformer

Also known as DiT

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35 papers in the last four weeks, up 169% on the four weeks before. 0.3% of all new papers.

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  1. UniCSG: Unified High-Fidelity Content-Constrained Style-Driven Generation via Staged Semantic and Frequency Disentanglement

    Apr 20, 2026Jingwei Yang, Ruoxi Wu, Wei Shen +4Constrained Generative ModelingDiffusion Transformer

    China University of Mining and Technology, Beijing, China · OPPO Artificial Intelligence Center, Beijing, China

  2. Hierarchical Codec Diffusion for Video-to-Speech Generation

    Apr 17, 2026Jiaxin Ye, Gaoxiang Cong, Chenhui Wang +4Audio-Video GenerationDiffusion Transformer

    Fudan University · Institute of Computing Technology, Chinese Academy of Sciences · University of Chinese Academy of Sciences +1

  3. Brain-DiT: A Universal Multi-state fMRI Foundation Model with Metadata-Conditioned Pretraining

    Apr 14, 2026Junfeng Xia, Wenhao Ye, Xuanye Pan +3Medical Imaging Foundation ModelsDiffusion Transformer

    Department of Biomedical Engineering, Southern University of Science and Technology, China · School of Biomedical Engineering, Shenzhen University, China

  4. Crystalite: A Lightweight Transformer for Efficient Crystal Modeling

    Apr 2, 2026Tin Hadži Veljković, Joshua Rosenthal, Ivor Lončarić +1Diffusion TransformerTransformer

    1UvA-Bosch Delta Lab · University of Amsterdam · 3Ruđer Bošković Institute

  5. SHARP: Spectrum-aware Highly-dynamic Adaptation for Resolution Promotion in Remote Sensing Synthesis

    Mar 23, 2026Bingxuan Zhao, Qing Zhou, Chuang Yang +1Rotary Positional EmbeddingsDiffusion Transformer

    School of Computer Science, Northwestern Polytechnical University, Xi’an, China · School of Artificial Intelligence, OPtics and ElectroNics (iOPEN), Northwestern Polytechnical University, Xi’an, China

  6. WiT: Waypoint Diffusion Transformers for Alleviating Trajectory Conflict in Pixel-Space Image Generation

    Mar 16, 2026Hainuo Wang, Mingjia Li, Xiaojie GuoFlow MatchingDiffusion Transformer

    College of Intelligence and Computing, Tianjin University, Tianjin 300350, China

  7. PDE-SSM: A Spectral State Space Approach to Spatial Mixing in Diffusion Transformers

    Mar 14, 2026Eshed Gal, Moshe Eliasof, Eldad HaberDiffusion TransformerVisual SSMs

    University of British Columbia, Vancouver, BC Canada · University of Cambridge, Cambridge, United Kingdom

  8. AccelAes: Accelerating Diffusion Transformers for Training-Free Aesthetic-Enhanced Image Generation

    Mar 13, 2026Xuanhua Yin, Chuanzhi Xu, Haoxian Zhou +2Diffusion TransformerImage Generation

    School of Computer Science, The University of Sydney, NSW 2006, Australia

  9. RAE-NWM: Navigation World Model in Dense Visual Representation Space

    Mar 10, 2026Mingkun Zhang, Wangtian Shen, Fan Zhang +3Visual NavigationWorld Model Learning

    Department of Precision Instrument, Tsinghua University, Beijing, China · University of Rochester, Rochester, NY, USA · Beijing Information Science and Technology University, Beijing, China

  10. Spectral and Trajectory Regularization for Diffusion Transformer Super-Resolution

    Mar 6, 2026Jingkai Wang, Yixin Tang, Jue Gong +6Diffusion TransformerDiffusion Model Distillation

    Shanghai Jiao Tong University, China · Shenzhen Transsion Holdings Co., Ltd., China

  11. TerraDiT: Point-Conditioned Diffusion Transformer for Satellite Image Synthesis

    Mar 2, 2026Srikumar Sastry, Dan Cher, Brian Wei +4Diffusion TransformerControllable Image Generation

    Washington University, St. Louis MO 63130, USA

  12. Learning on the Manifold: Unlocking Standard Diffusion Transformers with Representation Encoders

    Feb 10, 2026Amandeep Kumar, Vishal M. PatelFlow MatchingDiffusion Transformer

    Johns Hopkins University

  13. DiTS: Multimodal Diffusion Transformers Are Time Series Forecasters

    Feb 6, 2026Haoran Zhang, Haixuan Liu, Yong Liu +4Time Series ForecastingProbabilistic Time Series Forecasting

    School of Software, BNRist, Tsinghua University

  14. Shiva-DiT: Residual-Based Differentiable Top-kk Selection for Efficient Diffusion Transformers

    Feb 5, 2026Jiaji Zhang, Hailiang Zhao, Jiaju Wu +3Diffusion Model AccelerationDiffusion Transformer

    College of Computer Science and Technology, Zhejiang University · 3Nanyang Technological University

  15. Mixture of Distributions Matters: Dynamic Sparse Attention for Efficient Video Diffusion Transformers

    Jan 14, 2026Yuxi Liu, Yipeng Hu, Zekun Zhang +2Video Diffusion ModelsDiffusion Transformer

    Peking University · University of Electronic Science and Technology of China · University of Science and Technology of China

  16. SnapGen++: Unleashing Diffusion Transformers for Efficient High-Fidelity Image Generation on Edge Devices

    Jan 13, 2026Dongting Hu, Aarush Gupta, Magzhan Gabidolla +12Diffusion TransformerDiffusion Model Distillation

    Snap Inc. · University of Melbourne · MBZUAI

  17. TexTailor: Inference-Time Textual Guidance Tailoring for Multimodal Diffusion Transformers

    Jan 5, 2026Binglei Li, Mengping Yang, Zhiyu Tan +2Diffusion TransformerCompositional T2I Generation

    Fudan University, Shanghai 200433, China · Shanghai Academy of AI for Science, Shanghai 200030, China · Shanghai Innovation Institute, Shanghai 200030, China

  18. Probing and Leveraging Video Diffusion Transformer Features for Robust Point Tracking

    Dec 23, 2025Soowon Son, Honggyu An, Jisu Nam +7Point TrackingVideo Diffusion Models

    KAIST AI · Google DeepMind

  19. EMAG: Self-Rectifying Diffusion Sampling with Exponential Moving Average Guidance

    Dec 19, 2025Ankit Yadav, Ta Duc Huy, Lingqiao LiuDiffusion Model GuidanceClassifier-Free Guidance

    Australian Institute for Machine Learning, Adelaide University, Australia

  20. ContextAnyone: Context-Aware Diffusion for Character-Consistent Text-to-Video Generation

    Dec 8, 2025Ziyang Mai, Yu-Wing TaiVideo Diffusion ModelsDiffusion Transformer

    Dartmouth College

  21. Z-Image: An Efficient Image Generation Foundation Model with Single-Stream Diffusion Transformer

    Nov 27, 2025Z-Image Team, Huanqia Cai, Sihan Cao +21Diffusion TransformerDiffusion Model Inference Acceleration

    Z-Image Team, Alibaba Group

  22. Phase-Aligned RoPE for Mixed-Resolution Diffusion Transformer

    Nov 24, 2025Haoyu Wu, Jingyi Xu, Qiaomu Miao +2Rotary Positional EmbeddingsVideo Diffusion Models

    Stony Brook University, NY, USA · UNC-Charlotte, NC, USA

  23. RefAM: Attention Magnets for Zero-Shot Referral Segmentation

    Sep 26, 2025Anna Kukleva, Enis Simsar, Alessio Tonioni +4Zero-Shot LearningImage Segmentation

    Max Planck Institute for Informatics, SIC · ETH Zürich · Google +1

  24. Vivid-VR: Distilling Concepts from Text-to-Video Diffusion Transformer for Photorealistic Video Restoration

    Aug 20, 2025Haoran Bai, Xiaoxu Chen, Canqian Yang +3Video Diffusion ModelsDiffusion Transformer

    Alibaba Group - Taobao & Tmall Group

  25. NABLA: Neighborhood Adaptive Block-Level Attention

    Jul 17, 2025Dmitrii Mikhailov, Aleksey Letunovskiy, Maria Kovaleva +6Video Diffusion ModelsDiffusion Transformer

    Kandinsky Lab, Moscow, Russia

  26. Conditioning Residuals for Diffusion Models via Representation Feedback

    May 16, 2025Weilai Xiang, Hongyu Yang, Di Huang +1Representation LearningDiffusion Transformer

    State Key Laboratory of Virtual Reality Technology and Systems, School of Computer Science and Engineering, Beihang University, Beijing 100191, China · Institute of Artificial Intelligence, Beihang University, Beijing 100191, China · School of Computer Science and Engineering, Beihang University, Beijing 100191, China

  27. 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