Diffusion Model Inference Acceleration

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40 papers in the last four weeks, up 100% on the four weeks before. 0.4% of all new papers.

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  1. Dynamic-in-Few-Step: Unifying Dynamic Computation and Few-Step Distillation for Efficient Video Generation

    Jul 7, 2026Yu Cheng, Siyue Yao, Zhongang Qi +3Video Diffusion ModelsDiffusion Model Distillation

    Zhejiang University · BlueImage, vivo · Westlake University

  2. MobileWan: Closing the Quality Gap for Mobile Video Diffusion

    Jul 7, 2026Mohsen Ghafoorian, Denis Korzhenkov, Adil Karjauv +9Video Diffusion ModelsVideo Generation

    Qualcomm AI Research is an initiative of Qualcomm Technologies, Inc.

  3. x-Prediction Is All You Need:Training-Free Accelerated Generation via Endpoint Decodability

    Jul 7, 2026Xin Peng, Ang GaoDiffusion SamplingFew-Step Diffusion Sampling

    School of Physical Science and Technology, Beijing University of Posts and Telecommunications, Beijing, China

  4. Flash-BoN: Instant Drafts for Inference-Time Scaling in Diffusion Models

    Jul 5, 2026Ruchit Rawal, Reza Shirkavand, Sayak Paul +5Inference-Time ScalingBest-of-N Sampling

    University of Maryland, College Park, MD, USA · Hugging Face, USA

  5. EMPURPLE: A Free Lunch for Diffusion Distillation based on the Information Bottleneck

    Jul 5, 2026Zilai Li, Lujia BaiDistribution ShiftDiffusion Model Distillation

    Independent researcher, University of Nottingham, Nottingham, UK

  6. Asymptotic Preservation and Uniform Accuracy of Diffusion and Flow-Matching Samplers

    Jul 5, 2026Shiheng ZhangFlow MatchingDiffusion Sampling

    University of Washington

  7. Flex-Forcing: Towards a Unified Autoregressive and Bidirectional Video Diffusion Model

    Jul 3, 2026Xinyin Ma, Julius Berner, Chao Liu +3Video Diffusion ModelsAutoregressive Diffusion

    Electrical and Computer Engineering, National University of Singapore, Singapore · NVIDIA Research, California, USA

  8. TACG: Trajectory-Aware Commit Gating for Diffusion Language Model Decoding

    Jul 3, 2026Chengcheng Wang, Tingzhang Luo, Wenhao Li +2Diffusion Language Model InferenceDiffusion Language Model Decoding

    University of Sydney · City University of Hong Kong

  9. HyperVAttention: Efficient Sparse Attention with Spatio-Temporal Clustering for Video Diffusion

    Jul 3, 2026Dongyeun Lee, Amir Zandieh, Vahab Mirrokni +2Video Diffusion ModelsDiffusion Transformer

    KAIST · Google Research

  10. Set Diffusion: Interpolating Token Orderings Between Autoregression and Diffusion for Fast and Flexible Decoding

    Jul 2, 2026Marianne Arriola, Volodymyr KuleshovLanguage Model DecodingDiffusion Language Model Decoding

    Department of Computer Science, Cornell University, Ithaca, NY, USA.

  11. Multi-Resolution Flow Matching: Training-Free Diffusion Acceleration via Staged Sampling

    Jul 2, 2026Xingyu Zheng, Xianglong Liu, Yifu Ding +4Diffusion Model AccelerationDiffusion Model Inference Acceleration

    State Key Laboratory of Complex & Critical Software Environment, Beihang University · School of Computer Science and Engineering, Beihang University · Nanyang Technological University +5

  12. Accelerating Discrete Diffusion Models with Parallel-In-Time Sampling

    Jul 1, 2026Yu Yao, Huanjian Zhou, Andi Han +2Diffusion SamplingDiffusion Model Inference Acceleration

    The University of Tokyo · The University of Sydney · RIKEN AIP & The Institute of Statistical Mathematics +1

  13. Cross-Space Distillation: Teaching One-Step Students with Modern Diffusion Teachers

    Jun 30, 2026Anh Nguyen, Ngan Nguyen, Duc Vu +11Diffusion Model DistillationCross-Architecture Knowledge Distillation

    Qualcomm AI Research† · University of Wisconsin–Madison · Johns Hopkins University +1

  14. Wavelet-Optimized Pseudo-3D Accelerated Diffusion Model for Truncated Computed Laminography

    Jun 30, 2026Genyuan Zhang, Junyao Wang, Chuandong Tan +2Diffusion Models for Image RestorationImage Reconstruction

  15. BlockPilot: Instance-Adaptive Policy Learning for Diffusion-based Speculative Decoding

    Jun 30, 2026Hao Zhang, Yiming Hu, Yong Wang +3Speculative DecodingDiffusion Language Model Decoding

    AMAP, Alibaba Group

  16. OTCache: Optimal Transport for Geometry-Aware Caching in Diffusion Models

    Jun 30, 2026Huanlin Gao, Fang Zhao, Qiang Hui +8Diffusion SamplingDiffusion Model Caching

    Data Science & Artificial Intelligence Research Institute, China Unicom · Unicom Data Intelligence, China Unicom · National Key Laboratory for Novel Software Technology, Nanjing University

  17. SyncCache: Exploiting Asymmetric Dynamics for Fast Audio-Driven Portrait Animation

    Jun 29, 2026Juncheng Ma, Yuxuan Du, Yanan Sun +8Diffusion TransformerAudio-Driven Facial Animation

    Shenzhen Graduate School, Peking University, China · Shanghai AI Laboratory, China · Tencent Hunyuan, China +1

  18. SAFE-DiT: Semantics-Aware Fast-path Execution for High-Resolution Diffusion Transformers

    Jun 28, 2026Xuanhua Yin, Yuxuan Jia, Chuanzhi Xu +1Diffusion TransformerDiffusion Model Inference Acceleration

    School of Computer Science, The University of Sydney, Australia

  19. Multi-Block Diffusion Language Models

    Jun 28, 2026Yijie Jin, Jiajun Xu, Yuxuan Liu +8Blockwise Diffusion Language ModelsDiffusion Language Model Decoding

    Shanghai Jiao Tong University · Xi’an Jiao Tong University · Huawei

  20. Masked Diffusion Decoding as xx-Prediction Flow

    Jun 27, 2026Weitian Wang, Lianlei Shan, Shubham Rai +2Masked Diffusion ModelsDiffusion Language Model Decoding

    Robert Bosch GmbH, Germany · University of the Chinese Academy of Sciences, China · Ruhr University Bochum, Germany

  21. SATB-VR: Training Few-Step Video Restoration Diffusion Model using SNR-Aware Trajectory Blending

    Jun 27, 2026Haoran Bai, Xiaoxu Chen, Xiaoyu Liu +4Video Diffusion ModelsFew-Step Diffusion Sampling

    1Alibaba Group · 2Harbin Institute of Technology · 3Xi’an Jiaotong University

  22. JuZhou 1.0 Technical Report: The First Edge-Native Text-to-Image Foundation Model Trained Entirely on China-Developed AI Accelerators

    Jun 25, 2026Ce Chen, Congrui Wang, Yonglin Li +20T2I GenerationDiffusion Model Inference Acceleration

    JuZhou Team, HSW Group

  23. Focusing on What Matters: Saliency-Harnessing Accurate Routing for Diffusion MoE

    Jun 25, 2026Haoyou Deng, Keyu Yan, Chaojie Mao +4Expert RoutingDiffusion-Based Image Generation

    Key Laboratory of Image Processing and Intelligent Control, School of Artificial Intelligence and Automation, Huazhong University of Science and Technology · Tongyi Lab, Alibaba Group

  24. NaviCache: Test-Time Self-Calibration Caching for Video Generation

    Jun 25, 2026Zheqi Lv, Zhibo Zhu, Jinke Wang +6Video Diffusion ModelsDiffusion Model Caching

    Zhejiang University, Hangzhou, China · Cornell University, New York, USA · Tencent Hunyuan, Shenzhen, China +1

  25. LearniBridge: Learnable Calibration of Feature Caching for Diffusion Models Acceleration

    Jun 25, 2026Xuyue Huang, Zhe Chen, Wang Shen +1Video Diffusion ModelsDiffusion Transformer

    Shenzhen Ubiquitous Data Enabling Key Laboratory, Shenzhen International Graduate School, Tsinghua University, Shenzhen, China · Central Media Technology Institute, Huawei Technologies Co., Ltd., Shenzhen, China

  26. ResilPhase: Plug-and-Play Phase Mapping and Noise-Resilient Macro-Trajectory Extrapolation for Diffusion Acceleration

    Jun 25, 2026Qicheng Zhao, Yu Li, Qi Sun +1Diffusion TransformerDiffusion Sampling

    Zhejiang University, Hangzhou, China

  27. Retrieval-Warmed Energy-Based Reasoning: A Five-Arm Ablation Methodology for Diffusion-as-Inference on Structured Reasoning Tasks

    Jun 25, 2026Libo Sun, Po-Wei Harn, Zewei Zhang +2Diffusion SamplingEnergy-Based Models

    Department of Computer Science and Software Engineering, Auburn University, Auburn, AL 36830, USA · Department of Information Management, National Central University, Taoyuan 320317, Taiwan

  28. Chorus II: Cross-Request Sparsity Reuse for Efficient Image-to-Video Generation

    Jun 23, 2026Hao Liu, Chenghuan Huang, Hao Liu +6Image-to-Video GenerationVideo Diffusion Models

    Sun Yat-sen University · WeChat HPC, Tencent Inc. · WeChat Vision, Tencent Inc.

  29. Keep The Essentials: Efficient Reference Conditioned Generation via Token Dropping

    Jun 22, 2026Rishubh Parihar, Ayush Raina, R. Venkatesh Babu +1Conditional Image GenerationDiffusion Model Fine-Tuning

    1IISc Bangalore · 2Tel Aviv University

  30. ScalingAttention: Discovering Intrinsic Sparse Attention Topology for Video Diffusion Transformers

    Jun 22, 2026Ruiliang Zhou, Xuecheng Wu, Kang He +6Video Diffusion ModelsDiffusion Transformer

    KlingAI Research · Beijing Institute of Technology · NVIDIA +1