Multi-Label Classification

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11 papers in the last four weeks, up 57% on the four weeks before. 0.1% of all new papers.

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  1. Cover First, Disagree Softly: Rethinking Mismatch-First Active Learning for Frame-Level Audio Classification

    Jul 15, 2026Shiqi Zhang, Tuomas VirtanenMulti-Label ClassificationActive Learning

    Audio Research Group, Tampere University, Tampere, Finland

  2. Label-Decoupled Style Augmentation for Domain Generalization in Multi-Label Remote Sensing Scene Classification

    Jul 14, 2026Alaa Almouradi, Erchan AptoulaRemote Sensing Image UnderstandingMulti-Label Classification

    Faculty of Engineering and Natural Sciences, Sabancı University, 34956 Istanbul, Türkiye

  3. Graph-Constrained Policy Learning for Extreme Clinical Code Prediction

    Jul 11, 2026Amritpal Singh, Sebastian Torres, Khawar Shakeel +1Hierarchical ClassificationConstrained Decoding

    Division of Computer Science, Mathematics and Science St. John’s University, New York, NY, USA

  4. Automatic Thematic Indexing of Large Literary Corpora: A Machine Learning Approach to Voltaire's Complete Works

    Jul 10, 2026Miguel Arana-Catania, Gillian Pink, Glenn RoeComputational Literary StudiesMulti-Label Classification

    University of Oxford, UK

  5. MLPTR-CC: Multi-label Pathology Test Recommendation using Classifier Chains and SHAP

    Jul 9, 2026Abu Rafe Md Jamil, Nayan MalakarMulti-Label ClassificationClinical Decision Support

    Department of Computer Science and Engineering, Jashore University of Science and Technology,Jashore,Bangladesh

  6. Multi-Class vs. Multi-Label BERT for CVE-to-CWE Mapping: How Taxonomy Structure Shapes the Errors

    Jul 8, 2026Ana Schwengber Kelm, Christian Bockermann, Jörg FrochteHierarchical ClassificationMulti-Label Classification

    mindsquare AG · Bochum University of Applied Sciences

  7. Reconfigurable Radiology Labels Without Relabeling

    Jul 6, 2026Jean-Benoit Delbrouck, Dave Van Veen, Akash Pattnaik +4Chest X-Ray ClassificationMulti-Label Classification

    HOPPR

  8. Taxlifier: Leveraging Disease Taxonomy for Enhanced Multi-Label Classification in Chest Radiography

    Jul 6, 2026Mohammad S. Majdi, Jeffrey J. RodriguezHierarchical ClassificationChest X-Ray Classification

    aDept. of Electrical and Computer Engineering, The University of Arizona, Tucson, 85721, AZ, USA

  9. Beyond Independent Labels: Schwartz-Geometry Decoding for Human Value Detection

    Jul 6, 2026Víctor Yeste, Paolo RossoMulti-Label Classification

    1PRHLT Research Center, Universitat Politècnica de València, Spain · School of Science, Engineering and Design, Universidad Europea de Valencia, Spain · 3Valencian Graduate School and Research Network of Artificial Intelligence (ValgrAI)

  10. Adaptive Diversity-Uncertainty Active Learning with Redundancy Control for Bioacoustic Event Classification

    Jul 6, 2026Gabriel Dubus, Hugo Magaldi, Anatole Gros-MartialMulti-Label ClassificationActive Learning

    Eco-Anthropologie, Mus´eum National d’Histoire Naturelle, UMR7206, CNRS, Paris, France · Centre d’Etudes Biologiques de Chiz´e, UMR 7372, CNRS, La Rochelle Universit´e, France

  11. PulmoSight-XAI: An Explainable Multi-View Attention Ensemble with Gradient Boosting Meta-Learning for Multi-Label Chest X-Ray Classification

    Jul 5, 2026Moshiur Rahman, Shafqat Alam, Tasnia Binte MamunClass-Imbalanced LearningChest X-Ray Classification

    Department of Biomedical Engineering Bangladesh University of Engineering and Technology (BUET), Dhaka, Bangladesh

  12. CaresAI at SMM4H-HeaRD 2026: Predicting TNM Staging

    Jul 3, 2026Joseph Itopa Abubakar, Jorge Jarme, Favour Igwezeke +1Multi-Label ClassificationClinical Prediction

    CaresAI, Australia · Ateneo De Naga University, Philippines · Faculty of Pharmaceutical Sciences, Nsukka, Enugu, Nigeria +1

  13. Mixture-Constrained Max Pooling Improves Separation-Based Bird Species Classification

    Jul 3, 2026Yuzhu Wang, Kalle Lahtinen, Patrik Lauha +4Multi-Label ClassificationAudio Source Separation

    Signal Processing Research Center, Tampere University, Tampere, Finland · Faculty of Biological and Environmental Sciences, University of Helsinki, Helsinki, Finland · Department of Biological and Environmental Science, University of Jyväskylä, Jyväskylä, Finland

  14. TRCGL-Net: A Long-Tailed Multi-Label Chest X-Ray Classification Framework with Generative Data Augmentation and Label Co-Occurrence Modeling

    Jul 1, 2026Tong Shao, Hongshun Ling, Li Zhang +4Long-Tailed ClassificationChest X-Ray Classification

    School of Biomedical Engineering, South-Central Minzu University, Wuhan 430074, China

  15. Rethinking Multi-Label Image Classification With Deep Learning: Taxonomy, Challenge, and Outlook

    Jul 1, 2026Xuelin Zhu, Xiu-Shen Wei, Jiawei Ge +2Multi-Label ClassificationImage Classification

    Spatial Intelligence Group, The Hong Kong Polytechnic University, Hong Kong, China · School of Computer Science and Engineering, Southeast University, Nanjing, China · School of Cyber Science and Engineering, Southeast University, Nanjing, China +1

  16. Multi-Label Node Classification with Label Influence Propagation

    Jul 1, 2026Yifei Sun, Zemin Liu, Bryan Hooi +4Multi-Label ClassificationGraph Neural Networks

    Zhejiang University · National University of Singapore · Capital One +1

  17. Multilingual Polarization Detection Using Transformer-Based Models with Class Weighting and Threshold Tuning

    Jun 29, 2026Aaron Bundi AnampiuMulti-Label Classification

    African Institute for Mathematical Sciences, South Africa

  18. Multi-Agent Routing as Set-Valued Prediction: A WildChat Benchmark and Cost-Aware Evaluation

    Jun 27, 2026Ananto Nayan Bala, Faisal Muhammad ShahMulti-Label ClassificationAI Agent Benchmarks

    Ahsanullah University of Science and Technology Dhaka, Bangladesh

  19. PHOEBI: An Open-World Benchmark for Bacterial Identification in Phase-Contrast Microscopy

    Jun 22, 2026Aaditya Baranwal, Md Jahid Hasan, Shruti VyasPrototype-Based ClassificationMulti-Label Classification

    University of Central Florida

  20. Quality and Agreement in Multilabel Emotion Annotation: A Case Study and Evaluation Framework

    Jun 19, 2026Emily Öhman, Anna KoufakouSoft-Label LearningAnnotator Disagreement

    Waseda University, Tokyo, Japan · Florida Gulf Coast University, Fort Myers FL, USA

  21. Which Sections of a Research Paper Best Reveal Its Research Methods? Evidence from Library and Information Science

    Jun 17, 2026Qiuyu Fang, Jiayi Hao, Chengzhi ZhangMulti-Label ClassificationLibrary and Information Science

    Department of Information Management, Nanjing University of Science and Technology, China

  22. Multi-Label Test-Time Adaptation with Bayesian Conditional Priors

    Jun 11, 2026Qiru Li, Ao Zhou, Zhiwei Jiang +4Multi-Label ClassificationTest-Time Adaptation

    State Key Laboratory of Novel Software Technology, Nanjing University, Nanjing 210023, China

  23. Adapting Vision-Language Models from Iconic to Inclusive for Multi-Label Recognition Without Labels

    Jun 10, 2026Cheng Chen, Jingyu Zhou, Yifan Zhao +1Multi-Label ClassificationVLM Adaptation

    State Key Laboratory of Virtual Reality Technology and Systems, SCSE & QRI, Beihang University, Beijing 100191, China.

  24. An Empirical Analysis of Optimization Dynamics and Sparsity Boundaries in Large-Scale Pedestrian Attribute Recognition

    Jun 9, 2026Houssam El MirClass-Imbalanced LearningMulti-Label Classification

    College of Computer Science and Technology, Zhejiang University of Technology, Hangzhou, 310023, China

  25. REMEDI: A Benchmark for Retention and Unlearning Evaluation in Multi-label Clinical Disease Inference

    Jun 5, 2026Anurag Sharma, Sai Teja Chunchu, Prasenjit Mitra +2Multi-Label ClassificationMachine Unlearning

    IIT Kharagpur · India · Carnegie Mellon University +4

  26. Characterize Then Distill: Mechanistic Reasoning in Large Output Spaces

    Jun 5, 2026Debjyoti Saha RoyMulti-Label ClassificationCoT Distillation

    Khoury College of Computer Sciences, Northeastern University

  27. Addressing Imbalance in Multi-Label Data via Label-Specific Distance-based Oversampling

    Jun 4, 2026Bin Liu, Jun Wu, Haoyu Peng +4Class-Imbalanced LearningSynthetic Data Augmentation

    Key Laboratory of Data Engineering and Visual Computing, Chongqing University of Posts and Telecommunications, China · School of Computer Science and Technology, Chongqing University of Posts and Telecommunications, China · State Key Laboratory of Novel Software Technology, Nanjing University, China +1

  28. Domain-Adapted Small Language Models with Hybrid Post-Processing: Achieving Cost-Efficient, Low-Latency Multi-Label Structured Prediction via LoRA Fine-Tuning on Scarce Data

    Jun 4, 2026Srinivasan Manoharan, Dilipkumar Nallusamy, Sachin Kumar +1Multi-Label ClassificationSmall Language Models

    PayPal Inc San Jose, USA · PayPal Inc Chennai, India · PayPal Inc Bangalore, India

  29. HASTE: Hardware-Aware Dynamic Sparse Training for Large Output Spaces

    May 31, 2026Nasib Ullah, Jinbin Zhang, Jean Lucien Randrianantenaina +2Multi-Label ClassificationStructured Sparsity

    Department of Computer Science, Aalto University, Espoo, Finland · Department of Computer Science, University of Bath, Bath, UK. · IST Austria.

  30. Knowledge Graph-Enhanced Zero-Shot Topic Classification: A Multi-Strategy Comparative Study

    May 28, 2026Shahana Akter, Yatharth Vohra, Ankita Shukla +1Multi-Label ClassificationZero-Shot Text Classification

    A2I Lab, School of Computing, Wichita State University · EIS Lab, College of Engineering, University of Nevada, Reno