Dataset Condensation

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2 papers in the last four weeks, with none the four weeks before. 0.0% of all new papers.

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  1. Nonparametric Distribution Matching for Self-Supervised Whole-Slide Image Condensation

    Sep 30, 2026Duong M. Nguyen, Trong Nghia Hoang, Hang Thi Nguyen +3Computational PathologyDistribution Matching

    University of Illinois Urbana-Champaign · Washington State University · Hanoi Medical University +2

  2. HERALD: High-Fidelity Exemplar Retrieval with Adaptive Landmark Distillation for Heterophily-Aware Graph Condensation

    Sep 11, 2026Sujan Chakraborty, Priyanka Saha, Saptarshi BejDataset CondensationGraph Heterophily

    School of Data Science, Indian Institute of Science Education and Research Thiruvananthapuram, Thiruvananthapuram, 695551, Kerala, India

  3. Adaptive Latent Trajectory Anchoring for Action Segmentation Dataset Condensation

    Jul 10, 2026Artheme Gauthier-Villar, Guodong Ding, Angela YaoTemporal Action SegmentationDataset Condensation

    ETH Zurich, Switzerland · National University of Singapore, Singapore

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

    Jul 1, 2026Xinyi Shang, Peng Sun, Bei Shi +2Distribution ShiftDistribution Matching

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

  5. Geometry-Aware Dataset Condensation for Diffusion Model Training

    Jun 4, 2026Xiao Cui, Yulei Qin, Mo Zhu +3Dataset DistillationDataset Condensation

    University of Science and Technology of China · Independent Researcher · Zhejiang University +1

  6. Text-attributed Graph Condensation via Text Selection and Attribute Matching

    Jun 2, 2026Haowei Han, Yuxiang Wang, Guojia Wan +5Graph Neural NetworksText-Attributed Graph Learning

    School of Computer Science Wuhan University Wuhan, China · Institute for Math & AI Wuhan University Wuhan, China

  7. Anchor-guided Hypergraph Condensation with Dual-level Discrimination

    May 11, 2026Fan Li, Xiaoyang Wang, Chen Chen +1Hypergraph Neural NetworksDataset Condensation

    School of Computer Science and Engineering, University of New South Wales, Sydney, Australia · School of Artificial Intelligence, Shenzhen University, Shenzhen, China.

  8. Geometric Characterisation and Structured Trajectory Surrogates for Clinical Dataset Condensation

    Apr 23, 2026Pafue Christy Nganjimi, Andrew Soltan, Danielle Belgrave +3HealthcareSynthetic Data Generation

    Department of Engineering Science University of Oxford, UK · Nuffield Department of Primary Care University of Oxford, UK · GlaxoSmithKline2026 London, UK +1

  9. FedIDM: Achieving Fast and Stable Convergence in Byzantine Federated Learning through Iterative Distribution Matching

    Apr 16, 2026He Yang, Dongyi Lv, Wei Xi +3Federated Learning AggregationByzantine-Robust Federated Learning

  10. A Discrepancy-Based Perspective on Dataset Condensation

    Sep 12, 2025Tong Chen, Raghavendra SelvanDistribution MatchingDataset Distillation

    Department of Computer Science, University of Copenhagen, Denmark

  11. Beyond Discrete Samples: High Information Density Replay for Efficient Lifelong Person Re-Identification

    Aug 3, 2025Mingyu Wang, Haojie Liu, Zhiyong Li +3Replay-Based Continual LearningDataset Condensation

    College of Control Science and Engineering, Zhejiang University, Hangzhou 310027, China