Class-Imbalanced Learning

Ask about this topic

Momentum

11 papers in the last four weeks, level with the four weeks before. 0.1% of all new papers.

Jul 13Week of Sep 28
View on map

Latest papers 161

All topics
CardsList

  1. A Multivariate Bernoulli-Based Sampling Method for Multi-Label Data with Application to Meta-Research

    Dec 9, 2025Simon Chung, Colby J. Vorland, Donna L. Maney +1Class-Imbalanced Learning

    Department of Biostatistics, University of Arkansas for Medical Sciences, Little Rock, AR · Arkansas Children’s Research Institute, Little Rock, AR · Department of Epidemiology and Biostatistics, Indiana University School of Public Health-Bloomington, Indiana, IN +1

  2. Provable Benefit of SignGD: A Minimal Model Under Heavy-Tailed Class Imbalance

    Nov 30, 2025Robin Yadav, Shuo Xie, Tianhao Wang +1Sign-Based OptimizationClass-Imbalanced Learning

    Toyota Technological Institute at Chicago · University of British Columbia · University of California, San Diego

  3. GraphIFE: Rethinking Graph Imbalance Node Classification via Invariant Learning

    Sep 28, 2025Fanlong Zeng, Wensheng Gan, Kangjie Chen +1Class-Imbalanced LearningGraph Neural Networks

    School of Intelligent Systems Science and Engineering, Jinan University, Zhuhai 519070, China · School of Cybersecurity, Tianjin University, Tianjin 300354, China · University of Illinois Chicago, Chicago, USA

  4. A Conditional GAN for Tabular Data Generation with Probabilistic Sampling of Latent Subspaces

    Aug 1, 2025Leonidas Akritidis, Panayiotis BozanisClass-Imbalanced LearningSynthetic Tabular Data Generation

    Department of Information and Electronic Engineering, International Hellenic University, Thessaloniki, Greece · School of Science and Technology, International Hellenic University, Thessaloniki, Greece

  5. Fraud is Not Just Rarity: A Causal Prototype Attention Approach to Realistic Synthetic Oversampling

    Jul 19, 2025Claudio Giusti, Luca Guarnera, Mirko Casu +1Class-Imbalanced LearningSynthetic Data Augmentation

    Department of Mathematics and Computer Science University of Catania Catania, CT 95125

  6. When majority rules, minority loses: bias amplification of gradient descent

    May 19, 2025François Bachoc, Jérôme Bolte, Ryan Boustany +1Class-Imbalanced LearningGradient Descent

    LPP · University of Lille · Institut Universitaire de France (IUF) +6

  7. iCost: A Novel Instance-Complexity-Based Cost-Sensitive Learning Framework

    Sep 19, 2024Asif Newaz, Asif Ur Rahman Adib, Taskeed JabidClass-Imbalanced LearningCost-Sensitive Learning

    Department of Electrical and Electronic Engineering, Islamic University of Technology (IUT), Gazipur, Bangladesh · Department of Electrical and Electronic Engineering, Ahsanullah University of Science and Technology (AUST), Dhaka, Bangladesh · Department of Computer Science and Engineering, East West University, Dhaka, Bangladesh

  8. AIR: Analytic Imbalance Rectifier for Continual Learning

    Aug 19, 2024Di Fang, Yinan Zhu, Zhiping Lin +3Class-Imbalanced LearningClass-Incremental Learning

    School of Future Technology, South China University of Technology, Guangzhou, China · Shien-Ming Wu School of Intelligent Engineering, South China University of Technology, Guangzhou, China

  9. Hurdle-RMIL: Addressing Zero Inflation and Long-Tailed Imbalance in Infrared Rainfall Retrieval

    Date pendingFangjian Zhang, Xiaoyong Zhuge, Wenlan Wang +4Class-Imbalanced LearningRemote Sensing

    Jiangsu Key Laboratory of Severe Storm Disaster Risk / Key Laboratory of Transportation Meteorology of CMA, Nanjing 210041, China · Institute of Tibetan Plateau Meteorology, Chinese Academy of Meteorological Sciences, Beijing 100081, China · Heavy Rain and Drought-Flood Disasters in Plateau and Basin Key Laboratory of Sichuan Province, Institute of Tibetan Plateau Meteorology, China Meteorological Administration, Chengdu 610213, China +5

  10. Bias-Corrected Data Synthesis for Imbalanced Learning

    Date pendingPengfei Lyu, Zhengchi Ma, Linjun Zhang +1Class-Imbalanced LearningSynthetic Data Augmentation

    Department of Biostatistics & Bioinformatics, Duke University · Department of Electrical & Computer Engineering, Duke University · Department of Statistics, Rutgers University +1

  11. Class-wise Contribution Estimation via Logit Maximization for Federated Learning

    Date pendingAsim Ukaye, Nurbek Tastan, Mubarak Abdu-Aguye +1Class-Imbalanced LearningFederated Learning Aggregation

    Mohamed bin Zayed University of Artificial Intelligence, UAE · Michigan State University, USA