Multi-Label Classification

Ask about this topic

Momentum

12 papers in the last four weeks, up 300% on the four weeks before. 0.1% of all new papers.

Jul 13Week of Sep 28
View on map

Latest papers 73

All topics
CardsList

  1. Code-Switching Spoken Language Identification as Multi-Label Set Prediction

    Oct 1, 2026Shunsuke Mitsumori, Matthew Wiesner, Shigeo Morishima +1Code-SwitchingMultilingual Automatic Speech Recognition

    Waseda University, Tokyo, Japan · Johns Hopkins University, Baltimore, USA · Carnegie Mellon University, Pittsburgh, USA

  2. Synthetic Data Characterization via Training Dynamics

    Sep 30, 2026Irene Lago, Ana Ezquerro, David VilaresSynthetic DataLearnability

    Universidade da Coruña, CITIC, Spain · Graz University of Technology, IML, Austria

  3. Does Model Uncertainty Track Human Ambiguity? Evidence from Multi-Annotator Vision Benchmarks

    Sep 28, 2026Manya Singh, Arjun PakrashiAmbiguityMulti-Label Classification

    School of Computer Science, University College Dublin, Ireland

  4. MORE-PLR: multi-output regression employed for partial label ranking

    Sep 24, 2026Santo M. A. R. Thies, Juan C. Alfaro, Viktor BengsMulti-Label ClassificationOrder Matters

    Chair of Artificial Intelligence and Machine Learning, Ludwig-Maximilians-Universität München, Munich, 80799, Germany. · Departamento de Sistemas Informáticos, Universidad de Castilla-La Mancha, Albacete, 02071, Spain. · Laboratorio de Sistemas Inteligentes y Minería de Datos, Universidad de Castilla-La Mancha, Albacete, 02071, Spain. +1

  5. How to Estimate Whether You Have Found Several Needles in a Haystack: Measuring Calibration in Multi-Label Text Classification

    Sep 22, 2026Sophie Henning, Georg Hofmann, Alexander Schulte +2Multi-Label ClassificationConfidence Estimation

    TU Munich · Munich Center for Machine Learning (MCML) · LMU Munich +3

  6. Custom Named Entity Recognition and Topic Classification for Global Health Publications

    Sep 21, 2026Genis Skura, Antoine Geissbühler, Jean-Luc FalconeNamed-Entity RecognitionLarge Language Model Classification

    University of Geneva

  7. Multi-Label Proportion Learning for Sea-Ice Type Prediction

    Sep 14, 2026Samira Alkaee Taleghan, Younghyun Koo, Andrew P. Barrett +1Sea-Surface Temperature DataMulti-Label Classification

    University of Colorado Denver Denver, Colorado, USA · National Snow and Ice Data Center (NSIDC), CIRES, University of Colorado Boulder Boulder, Colorado, USA

  8. LLM-Enhanced Dual-Branch Learning for Large-Scale Multi-Label Text Classification

    Sep 14, 2026Hui Ye, Jing Zhang, Xiulong Yang +1Multi-Label ClassificationSemantic Representations

    Department of Computer Science, Georgia State University, Atlanta, GA 30303, USA · Amazon, San Diego, CA, USA · School of Computer Science, Central China Normal University, Wuhan 430079, China

  9. Glyph: A Multi-Strategy Agentic System for Column Description and Sensitivity-Ontology Tagging of Enterprise Data Catalogs

    Sep 9, 2026Kostia Kudriavtsev, Parvez Rafi, Sha SundaramData Science AgentsTagging

    Apple Seattle, WA and Cupertino, CA, USA

  10. The Accuracy Paradox: Empirical Diagnostic of Default Decision Thresholds in Multi-Label Enzyme Commission Prediction [With Code]

    Sep 7, 2026Bilal Ahmad, Rajed MehmoodMulti-Label ClassificationDecision Thresholds

    The Department of Electrical, Electronics and Telecommunication Engineering, UET Lahore, Pakistan · Department of Computer Science and Engineering, Jiangsu University, Jiangsu, China

  11. When Semantically Consistent Encoding Meets View-Label Heterogeneity Modeling: A Unified Framework for Incomplete Multi-View Multi-Label Learning

    Sep 7, 2026Chengliang Liu, Bo Li, Bob Zhang +3Multi-Label ClassificationMulti-View

    PAMI Research Group, Department of Artificial Intelligence, University of Macau, Macau · PAMI Research Group, Department of Artificial Intelligence, and Centre for Artificial General Intelligence, Institute of Artificial Intelligence and Brain Sciences, University of Macau, Macau · School of Computer Science and Technology, Beijing Institute of Technology, Beijing 100811, China +2

  12. Multi-label versus multi-class classification of blood cells and their aggregates in microfluidic channels

    Sep 7, 2026Igor Zingman, Shada Abuhattum, Sara Kaliman +8Acute Myeloid LeukemiaCells

    Max Planck Institute for the Science of Light, Erlangen, Germany · Max-Planck-Zentrum für Physik und Medizin · Friedrich-Alexander Universiät Erlangen-Nürnberg, Erlangen, Germany

  13. Coarse composition suffices: tabular in-context learning for multi-activity antimicrobial peptide profiling

    Aug 31, 2026Raunak Kumar, Anuj Pal, Dhruvi Solanki +3Antimicrobial PeptideMulti-Label Classification

    Department of Electronics and Communication Engineering, Indian Institute of Technology Roorkee, Roorkee 247667, Uttarakhand, India · Department of Bioengineering, Indian Institute of Science, Bengaluru 560012, Karnataka, India · Department of Electrical Engineering, Indian Institute of Technology Roorkee, Roorkee 247667,2026 Uttarakhand, India +1

  14. C2^2A: Coupling Spatial Evidence with Clinical Priors via Co-occurrence Aware Class Attention for Multi-Label Chest X-Ray Classification

    Aug 10, 2026Akash Gogineni, Nagur Shareef Shaik, Aasrith Mandava +2Chest X-RayMedical Image Classification

    Department of Computer Science, Georgia State University, Atlanta, GA 30324, USA · UST Global Inc., Aliso Viejo, CA 92656, USA

  15. PET/CT Radiogenomic Mutation Prediction in Non-Small Cell Lung Cancer Using Multi-Label Learning

    Aug 10, 2026Mona Furukawa, Sai Hyne, Daniel R. McGowan +1TumorPositron Emission Tomography

    Big Data Institute, Nuffield Department of Population Health, University of Oxford, Oxford, UK · Department of Radiology, Oxford University Hospitals NHS FT, Churchill Hospital, Oxford, UK · Department of Oncology, University of Oxford, Oxford, UK +1

  16. Exact Rank and Convex Calibration Dimension Lower Bounds for the Multi-Label F1 Loss

    Aug 9, 2026Mingyuan ZhangMulti-Label ClassificationLow-Rank Structure

    Independent Researcher

  17. NTDH: Complex Reasoning for Comprehensive Affective Analysis

    Aug 5, 2026Tianlei Zhu, Zhiwei Liu, Yuyan Wang +2Affective ComputingSentiment

    Columbia University, New York, NY, USA · Department of Computer Science, The University of Manchester, Manchester, United Kingdom

  18. Design Choices That Matter: A Functional ANOVA Analysis for Remote Sensing Multi-Label Classification

    Aug 5, 2026Maryam Gholami Shiri, Eva Tuba, Sašo Džeroski +2Multi-Label ClassificationRemote Sensing

    Department of Knowledge Technologies, Jožef Stefan Institute, Ljubljana, Slovenia · Jožef Stefan International Postgraduate School, Ljubljana, Slovenia · Computer Systems Department, Jožef Stefan Institute, Ljubljana, Slovenia +2

  19. Towards Multi-Label Graph Foundation Models: from Single-Vector Representation Learning to Multi-Semantic Basis Learning

    Jul 31, 2026Dongxiao He, Jiayu Zhang, Jitao Zhao +2Graph Foundation ModelMulti-Label Classification

    Tianjin University Tianjin, China

  20. Automated Multilabel Mpox Research Classification with Explainable Transformer Models

    Jul 29, 2026Tanjim Taharat AurpaMulti-Label ClassificationInoculation Prompting

    Department of Data Science and Engineering, University of Frontier Technology, Bangladesh (UFTB)

  21. Webly Supervised Multi-Label Recognition: Evaluation Benchmark and Dual-Branch Multi-Label Contrastive Learning

    Jul 23, 2026Zhihua Xu, Zhijing Yang, Yufeng Yang +1Multi-Label ClassificationContrastive Learning

    aSun Yat-Sen University, Guangzhou, 510006, GuangDong, China · bGuangdong University of Technology, Guangzhou, 510006, GuangDong, China

  22. One Round Is All You Need: Analytic Federated Learning for Task-Heterogeneous Multi-Label Medical Image Classification

    Jul 22, 2026Afsaneh Mahanipour, Hana KhamfroushFederated LearningMedical Image Classification

    Department of Computer Science University of Kentucky Lexington, KY, USA

  23. Hierarchical Specialised Ensembles for Classification of Zebrafish Phenotypes Using the Selected Image Recognition Methods

    Jul 17, 2026Piotr S. Maciąg, Monika Maciąg, Magdalena MajdanMorphogenesisImage Classification

    Institute of Computer Science, Warsaw University of Technology, Nowowiejska 15/19, 00-665 Warsaw, Poland · Laboratory of Neuronal Plasticity, Nencki Institute of Experimental Biology of the Polish Academy of Sciences, Warsaw, Poland · Laboratory of Behavioral Studies, Medical University of Lublin, Lublin, Poland +1

  24. Does generative AI supersede supervised XMLC? A Benchmark Study on Automated Subject Indexing with German Scientific Literature

    Jul 16, 2026Maximilian Kähler, Katja Konermann, Lisa Kluge +1Openalex MetadataMulti-Label Classification

    Deutsche Nationalbibliothek Leipzig/ Frankfurt am Main, Germany

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

    Jul 15, 2026Shiqi Zhang, Tuomas VirtanenPool-Based Active LearningActive Learning

    Audio Research Group, Tampere University, Tampere, Finland

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

    Jul 14, 2026Alaa Almouradi, Erchan AptoulaMultimodal Domain GeneralizationMulti-Label Classification

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

  27. UCSC NLP at SemEval-2026 Task 10: Boundary-Aware Span Extraction and RoBERTa Classification for Conspiracy Detection

    Jul 6, 2026Dom Marhoefer, Milos Suvakovic, Glenn Grant-Richards +2Large Language Model ClassificationNatural Language Processing

    UC Santa Cruz

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

    Jul 6, 2026Mohammad S. Majdi, Jeffrey J. RodriguezChest X-RayMedical Image Classification

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

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

    Jul 6, 2026Víctor Yeste, Paolo RossoMulti-Label ClassificationIntermediate Decoder Layers

    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)

  30. Data-Driven Soft Labeling Scales DNA Read Classification to Whole-Body Cell-Type Deconvolution

    Jul 6, 2026Dmytro Rizdvanetskyi, Nathan Roos, Pavlo LutsikCellsMulti-Label Classification

    Department of Oncology KU Leuven Leuven, Belgium

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

    Jul 6, 2026Gabriel Dubus, Hugo Magaldi, Anatole Gros-MartialPassive Acoustic MonitoringActive 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

  32. A Unified Algebraic Framework for Classification Performance Evaluation

    Jul 4, 2026Ronaldo C. PratiMulticlass ClassificationMulti-Label Classification

    Universidade Federal do ABC (UFABC), Av. dos Estados, 5001, Santo André, SP, 09210-580, Brazil

  33. 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 +4Chest X-RayMedical Image Classification

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

  34. 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

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

    Jun 27, 2026Ananto Nayan Bala, Faisal Muhammad ShahLarge Language Model RoutingAgentic Benchmarks

    Ahsanullah University of Science and Technology Dhaka, Bangladesh

  36. Brain-Adapter: A Dual-Stream Vision-Language MIL Framework for Comprehensive 3D CT Diagnosis of Acute Intracranial Pathologies

    Jun 22, 2026Zhenyu Yi, Zhiyun Song, Yusong Sun +6Medical Vision-Language ModelsCone-Beam Computed Tomography

    School of Biomedical Engineering, Shanghai Jiao Tong University, Shanghai, China · Department of Computing, Imperial College London, London, UK

  37. Beyond Flat Labels: Level-Restricted Contrastive Learning for Hierarchical Fine-Grained Vision Classification

    Jun 20, 2026Zhiyuan Tao, Srikumar Sastry, Matthew J Thompson +9Fine-Grained PerceptionContrastive Learning

    The Ohio State University · Washington University in St. Louis · Neuromatch +1

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

    Jun 19, 2026Emily Öhman, Anna KoufakouEmotion RecognitionMulti-Label Classification

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

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

    Jun 17, 2026Qiuyu Fang, Jiayi Hao, Chengzhi ZhangOpenalex MetadataMulti-Label Classification

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

  40. Evaluation Sovereignty in Metadata-Driven Classification: A Multi-Track Framework for Weakly Supervised Information Systems

    Jun 11, 2026Raymond VasquezMulti-Label ClassificationPerformance Metric

    Lawrence Livermore National Laboratory, Livermore, CA, USA

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

    Jun 11, 2026Qiru Li, Ao Zhou, Zhiwei Jiang +4Vision-Language Model AdaptationMulti-Label Classification

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

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

    Jun 10, 2026Cheng Chen, Jingyu Zhou, Yifan Zhao +1Vision-Language Model AdaptationMulti-Label Classification

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

  43. SceneMiner: Identity-Preserving Multi-Task Fine-Tuning for Unified BEV Scene Mining

    Jun 9, 2026Abdalmalek Aburaddaha, Venkatraman Narayanan, Keval Thaker +1Scene ReasoningMulti--Task Learning

    University of Michigan-Dearborn 4901 Evergreen Rd Dearborn, MI 48128, USA

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

    Jun 5, 2026Anurag Sharma, Sai Teja Chunchu, Prasenjit Mitra +2Exact UnlearningMultimodal Clinical Data

    IIT Kharagpur · India · Carnegie Mellon University +4

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

    Jun 5, 2026Debjyoti Saha Roy, Byron C. Wallace, Javed A. AslamMulti-Label ClassificationZero-Shot

    Khoury College of Computer Sciences, Northeastern University

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

    Jun 4, 2026Bin Liu, Jun Wu, Haoyu Peng +4OversamplingMulti-Label Classification

    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

  47. 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 ClassificationApplication Programming Interfaces

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

  48. Lingo_Research_Group at SemEval-2026 Task 9: Evaluating Prompt Variants for Polarization Detection

    Jun 2, 2026Pritam Kadasi, Anuj Tiwari, Mayank SinghIdeologyNatural Language Processing

    Lingo Research Group, Indian Institute of Technology Gandhinagar · Noida Institute of Engineering and Technology 2ML Collective

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

    May 31, 2026Nasib Ullah, Jinbin Zhang, Jean Lucien Randrianantenaina +2SparsityMulti-Label Classification

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

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

    May 28, 2026Shahana Akter, Yatharth Vohra, Ankita Shukla +1Multi-Label ClassificationComparison

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

  51. Principled Algorithms for Optimizing Generalized Metrics in Multi-Label Learning

    May 27, 2026Mehryar Mohri, Yutao ZhongMulti-Label ClassificationEmpirical Risk Minimization

    Google Research & CIMS · New York, NY 10011 · Google Research

  52. FedMPT: Federated Multi-label Prompt Tuning of Vision-Language Models

    May 27, 2026Xucong Wang, Pengkun Wang, Zhe Zhao +3Multi-Label ClassificationFedavg

    University of Science and Technology of China (USTC) · Suzhou Institute for Advanced Research, USTC · City University of Hong Kong

  53. SCENT: Aligning Mass Spectra with Molecular Structure for Olfactory Perception

    May 26, 2026Ziqi Zhang, Eunyeong Jin, Miguel Vasco +6Tandem Mass SpectraSmells

    1Dept. of Intelligent Systems, KTH Royal Institute of Technology, Stockholm, Sweden · 2Atmospheric Chemistry Dept., Max Planck Institute for Chemistry, Mainz, Germany · 3Dept. of Information Technology, Uppsala University, Uppsala, Sweden +1

  54. TADDLE: A Tool-Augmented Agent for Detecting Deficient LLM-Generated Peer Reviews

    May 26, 2026Hanqi Duan, Xiang LiPeer ReviewReview

    East China Normal University

  55. [CLS] is Not Enough: Multi-Label Recognition via Patch-Level Inference and Adaptive Aggregation

    May 25, 2026Akang Wang, Xili Deng, Zhanxuan Hu +3Vision EncodersMulti-Label Classification

    Yunnan Normal University, Kunming, China · Kunming University of Science and Technology, Kunming, China

  56. When Does Synthetic Patent Data Help? Volume-Fidelity Trade-offs in Low-Resource Multi-Label Classification

    May 22, 2026Amirhossein Yousefiramandi, Ciaran CooneySynthetic DataPatent

    Clarivate, Intellectual Property · Barcelona, Spain 08025

  57. PromptRad: Knowledge-Enhanced Multi-Label Prompt-Tuning for Low-Resource Radiology Report Labeling

    May 19, 2026Ying-Jia Lin, Tzu-Chin Lo, Ping-Chien Li +3Radiology Report GenerationMulti-Label Classification

    Department of Artificial Intelligence and AI Research Center, Chang Gung University · Department of Radiology, Sijhih Cathay General Hospital · Department of Medical Imaging and Intervention, Chang Gung Memorial Hospital +2

  58. HexagonalWarriorMamba: Superior Threshold-Dependent Multi-label Classification of 12-Lead ECG Cardiac Abnormalities

    May 18, 2026Huawei Jiang, Husna Mutahira, Shibo Wei +6Electrocardiogram ClassificationAdult-To-Pediatric Electrocardiogram Transfer

    Sungkyunkwan University, Department of Computer Science and Engineering, Suwon, 16419, South Korea · Sogang University, Department of Computer Science and Engineering, Seoul, 04104, South Korea · Gwangju Institute of Science and Technology, Department of Biomedical Science and Engineering, Gwangju, 61005, South Korea +4

  59. Validate Your Authority: Benchmarking LLMs on Multi-Label Precedent Treatment Classification

    May 17, 2026M. Mikail Demir, M. Abdullah CanbazLegal Reasoning TasksMulti-Label Classification

    Department of Information Science and Technology · College of Emergency Preparedness, Homeland Security, and Cybersecurity · University at Albany, SUNY

  60. Retrieval-Based Multi-Label Legal Annotation: Extensible, Data-Efficient and Hallucination-Free

    May 16, 2026Li Zhang, Jaromir Savelka, Kevin AshleyLegal DomainMulti-Label Classification

    University of Pittsburgh, Pittsburgh, PA, USA · Carnegie Mellon University, Pittsburgh, PA, USA