Diffusion-Based Dataset Distillation

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1 paper in the last four weeks, against 2 the four weeks before. 0.0% of all new papers.

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  1. The Composition Gap in Dataset Distillation

    Sep 28, 2026Guang Li, Takahiro Ogawa, Miki HaseyamaDiffusion-Based Dataset DistillationProbe-Logit Distillation

    Hokkaido University

  2. PSM: Dataset Distillation Based on Precise Statistical Matching by Difficulty

    Sep 28, 2026Hongxu Ma, Guang Li, Shijie Wang +6Diffusion-Based Dataset DistillationDataset Distillation

    Zhejiang University · Hokkaido University · The University of Queensland +3

  3. Distillation of Synthetic Data for Time Series Foundation Models

    Sep 9, 2026Niloy Biswas, Noureddine El KarouiTime Series Foundation ModelsDiffusion-Based Dataset Distillation

    Meta AI

  4. Efficient Video Dataset Distillation via Cluster-Guided Prototype Blending

    Aug 4, 2026Chongle Ren, Guang Li, Wenbo Huang +3Diffusion-Based Dataset DistillationDataset Distillation

    1Hokkaido University · 2Southeast University

  5. Self-Supervised Representation-Guided Generative Dataset Distillation

    Aug 4, 2026Mingzhuo Li, Guang Li, Linfeng Ye +4Diffusion-Based Dataset DistillationDataset Distillation

    Hokkaido University, Japan · University of Toronto, Canada · University of Tokyo, Japan

  6. Private Face Recognition Training Dataset Publication via Identity-Decoupled and Geometry-Preserving Face Distillation

    Jul 30, 2026Shuhuan Chen, Xiangyu Zhu, Weisong Zhao +6Face Recognition ModelDiffusion-Based Dataset Distillation

    1IIE, CAS · 2CBSR&MAIS, CASIA · 4SAI, UCAS +3

  7. Long-Tailed 3D Point Cloud Dataset Distillation

    Jul 29, 2026Jiahao You, Xu Han, Jinfeng Xu +1Diffusion-Based Dataset DistillationPoint Clouds

    Huazhong University of Science and Technology · Hunan University

  8. Dataset Distillation Based on Saliency-Driven Prototype Alignment

    Jul 28, 2026Yawen Zou, Wenqi Cai, Guang Li +3Diffusion-Based Dataset DistillationDataset Distillation

    University of Toyama · Hokkaido University · University of Fukui

  9. Making Single-Cell Data Distillation Auditable: Traceable Real-Cell Coresets via Discrete Min--Max Selection

    Jul 20, 2026Yaodi Luo, Peize He, Lingbei Meng +4Diffusion-Based Dataset DistillationGeometry-Aware Uncertainty Coresets

    The Chinese University of Hong Kong, Shenzhen · Shenzhen Loop Area Institute, Shenzhen · Shenzhen Research Institute of Big Data, Shenzhen, China

  10. Dataset Distillation by Influence Matching

    Jul 18, 2026Haoru Tan, Wang Wang, Sitong Wu +5Diffusion-Based Dataset DistillationDataset Distillation

    1HKU · 2CUHK · 3Stanford

  11. CoDiMAD: Diffusion-Based Privileged Distillation for Communication-Free Multi-Robot Coordination

    Jul 10, 2026Jiyue Tao, Shunheng Xin, Tongsheng Shen +2Multi-Robot SystemsAware Heterogeneous Multi-Teacher Multimodal On-Policy Distillation

    Robotics and Control Laboratory, School of Advanced Manufacturing and Robotics, and the State Key Laboratory of Turbulence and Complex Systems, Peking University, Beijing, 100871, China · National Innovation Institute of Defense Technology, Beijing 100071, China

  12. Scalable Differentially Private Data Compression via Diffusion and Stochastic Codes

    Jul 3, 2026Gergely Flamich, Oykü Sıla Güner, Yanxiao Liu +1Data Compression MethodsDiffusion-Based Dataset Distillation

    Imperial College London, London, UK

  13. Condensing Large-Scale Datasets Directly with Minimal Information Loss

    Jul 1, 2026Xinyi Shang, Peng Sun, Bei Shi +2Diffusion-Based Dataset DistillationDataset Distillation

    University College London, United Kingdom · Zhejiang University, China · Westlake University, China +1

  14. Robust Trajectory Distillation: Hybrid Reweighting Meets Teacher-Inspired Targets

    Jun 29, 2026Kaifeng Chen, Lechao Cheng, Jiyang Li +6Diffusion-Based Dataset DistillationDataset Distillation

    Hefei University of Technology · Jianghuai Advance Technology Center · Anhui Provincial Key Laboratory of Humanoid Robots +2

  15. Structural Assessment for Understanding and Guiding Dataset Distillation in Discrete Token Space

    Jun 19, 2026Yue Cao, Jianyang Gu, Vyacheslav Kungurtsev +4Diffusion-Based Dataset DistillationDataset Distillation

    The University of British Columbia · The Ohio State University · Czech Technical University in Prague +1

  16. Distill Once, Adapt Life-Long: Exploring Dataset Distillation for Continual Test-Time Adaptation

    Jun 18, 2026Hyun-Kurl Jang, Jihun Kim, Hyeokjun Kweon +1Stable Test-Time AdaptationDiffusion-Based Dataset Distillation

    KAIST, Visual Intelligence Lab · Chung-Ang University, FoVLab

  17. Rethinking Dataset Distillation for Classification: Do Distilled Sets Outperform Coresets?

    Jun 16, 2026Trisha Mittal, Akshay Mehra, Joshua KimballDiffusion-Based Dataset DistillationGeometry-Aware Uncertainty Coresets

    1Dolby Laboratory

  18. Pool-Select-Refine for Allocation-Aware Generative Dataset Distillation

    Jun 1, 2026Wenmin Li, Shunsuke Sakai, Zhongkai Zhao +1Diffusion-Based Dataset DistillationDataset Distillation

    Graduate School of Engineering, University of Fukui, 3-9-1 Bunkyo, Fukui, 910-8507, Fukui, Japan · College of Computer Science and Artificial Intelligence, Southwest Minzu University, No.168, Wenxing Section, Dajian Road, Konggang Development Zone, Shuangliu District, Chengdu, 610225, Sichuan, China

  19. CAdam: Context-Adaptive Moment Estimation for 3D Gaussian Densification in Generative Distillation

    May 20, 2026SeungJeh Chung, Geonho Park, Misong Kim +13D GaussianDiffusion-Based Dataset Distillation

  20. Mind Your Margin and Boundary: Are Your Distilled Datasets Truly Robust?

    May 20, 2026Muquan Li, Yingyi Ma, Yihong Huang +5Diffusion-Based Dataset DistillationAdversarial Training

    The Laboratory of Intelligent Collaborative Computing of UESTC, Chengdu, China · Guangdong Laboratory of Artificial Intelligence and Digital Economy (SZ), Shenzhen, China · Monash University, Melbourne, Australia

  21. SAS: Semantic-aware Sampling for Generative Dataset Distillation

    May 18, 2026Mingzhuo Li, Guang Li, Linfeng Ye +4Diffusion-Based Dataset DistillationDataset Distillation

    Hokkaido University, N-14, W-9, Kita-Ku, Sapporo, 060-0814, Japan · University of Toronto, 27 King’s College Circle, Toronto, Ontario M5S 1A1, Canada · The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo, 113-8654, Japan

  22. Spectral Gradient Surgery for Domain-Generalizable Dataset Distillation

    May 13, 2026Minyoung Oh, Najeong Chae, Jae-Young SimDiffusion-Based Dataset DistillationMultimodal Domain Generalization

    Graduate School of Artificial Intelligence Ulsan National Institute of Science and Technology (UNIST) Ulsan, Republic of Korea

  23. DIVER: Diving Deeper into Distilled Data via Expressive Semantic Recovery

    May 12, 2026Qianxin Xia, Zhiyong Shu, Wenbo Jiang +3Diffusion-Based Dataset DistillationSymbolic Distillation

    University of Electronic Science and Technology of China, Chengdu, China · Institute of High Performance Computing (IHPC), Agency for Science, Technology and Research (A*STAR), Singapore · Centre for Frontier AI Research (CFAR), Agency for Science, Technology and Research (A*STAR), Singapore.

  24. Closed-Form Linear-Probe Dataset Distillation for Pre-trained Vision Models

    May 8, 2026Bincheng Peng, Guang Li, Ping Liu +2Diffusion-Based Dataset DistillationDataset Distillation

    Hokkaido University · University of Nevada, Reno

  25. DMGD: Train-Free Dataset Distillation with Semantic-Distribution Matching in Diffusion Models

    May 5, 2026Qichao Wang, Yunhong Lu, Hengyuan Cao +2Diffusion-Based Dataset DistillationDataset Distillation

    Zhejiang University · Shanghai Institute for Advanced Study-Zhejiang University · Shanghai Institute for Mathematics and Interdisciplinary Sciences

  26. Fair Dataset Distillation via Cross-Group Barycenter Alignment

    Apr 30, 2026Mohammad Hossein Moslemi, Nima Hosseini Dashtbayaz, Zhimin Mei +2Diffusion-Based Dataset DistillationDataset Distillation

    Western University, London, Ontario · Vector Institute, Toronto, Ontario · Ivey Business School, London, Ontario +1

  27. Rethinking Dataset Distillation: Hard Truths about Soft Labels

    Apr 20, 2026Priyam Dey, Aditya Sahdev, Sunny Bhati +2Diffusion-Based Dataset DistillationGeometry-Aware Uncertainty Coresets

    Vision and AI Lab, Indian Institute of Science, Bangalore · University of Maryland, Baltimore County · IIT Hyderabad

  28. Soft Label Pruning and Quantization for Large-Scale Dataset Distillation

    Apr 20, 2026Xiao Lingao, Yang HeDiffusion-Based Dataset DistillationImagenet

    CFAR, Agency for Science, Technology and Research, Singapore 138632 · IHPC, Agency for Science, Technology and Research, Singapore 138632 · National University of Singapore, Singapore 119077

  29. FD2^2: A Dedicated Framework for Fine-Grained Dataset Distillation

    Mar 26, 2026Hongxu Ma, Guang Li, Shijie Wang +5Diffusion-Based Dataset DistillationDataset Distillation

    Zhejiang University · Hokkaido University · The University of Queensland +2

  30. Dataset Distillation Efficiently Encodes Low-Dimensional Representations from Gradient-Based Learning of Non-Linear Tasks

    Mar 16, 2026Yuri Kinoshita, Naoki Nishikawa, Taro ToyoizumiDiffusion-Based Dataset DistillationDataset Distillation

    The University of Tokyo, Tokyo, Japan · Laboratory for Neural Computation and Adaptation, RIKEN Center for Brain Science, Wako, Japan · RIKEN Center for Advanced Intelligence Project, Nihonbashi, Japan

  31. Efficient Dataset Distillation for Pre-Trained Self-Supervised Models via Statistical Flow Matching

    Feb 5, 2026Qianxin Xia, Jiawei Du, Yuhan Zhang +6Diffusion-Based Dataset DistillationSelf-Supervised Learning

    University of Electronic Science and Technology of China, Chengdu, China · CFAR, Singapore · SWJTU, Chengdu, China

  32. A Discrepancy-Based Perspective on Dataset Condensation

    Sep 12, 2025Tong Chen, Raghavendra SelvanDiffusion-Based Dataset DistillationDistributional Fidelity

    Department of Computer Science, University of Copenhagen, Denmark

  33. OD3: Optimization-free Dataset Distillation for Object Detection

    Jun 2, 2025Salwa K. Al Khatib, Ahmed ElHagry, Shitong Shao +1Object DetectionDiffusion-Based Dataset Distillation

    Mohamed bin Zayed University of Artificial Intelligence · Hong Kong University of Science and Technology (Guangzhou)

  34. Towards Consistent and Efficient Dataset Distillation via Diffusion-Driven Selection

    Dec 13, 2024Xinhao Zhong, Shuoyang Sun, Zhaoyang Xu +4Diffusion-Based Dataset DistillationDeep Network

    Harbin Institute of Technology, Shenzhen · Shanghai Jiao Tong University