Multiclass Classification

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  1. Compact set-valued deep ensembling in multi-class classification

    Oct 4, 2026Kim-Dung Tran, Dang-Man Nguyen, Vu-Linh Nguyen +3EnsembleMulticlass Classification

    UMR CNRS 7253, Heudiasyc, Universit´e de Technologie de Compi`egne, Compi`egne, France. · School of Knowledge Science, Japan Advanced Institute of Science and Technology, Nomi, Japan.

  2. A Structured State Space Sequence Model for Multi-Class Classification of Malware

    Oct 1, 2026Emmanuela Andam, Rana Shaaban, Emanuel Grant +1MalwareInternet Of Thing

    Artificial Intelligence Research (AIR) Center · School of Electrical Engineering and Computer Science, College of Engineering & Mines University of North Dakota, Grand Forks, ND 58201, USA

  3. 3D Digital Twin Visualization of Multiclass GRF-Based Gait Disorder Classification

    Sep 14, 2026Nayoung Son, Minwoo ShinGait AnalysisGround Reaction Forces

    Department of Software, Yonsei University, Wonju, 26493, Republic of Korea

  4. SGD in Multiclass Logistic Regression: Sequential Learning and Scaling Laws

    Sep 7, 2026Konstantinos Christopher Tsiolis, Denny Wu, Christos Thrampoulidis +1Logistic RegressionMulticlass Classification

    University of Toronto, Vector Institute · New York University, Flatiron Institute · University of British Columbia +1

  5. Improving Multivariate Time Series Classification with Class-Wise Training and Model Aggregation

    Sep 7, 2026Mouhamadou Mansour Lo, Gildas Morvan, Mathieu Rossi +2Time-Series ClassificationMulticlass Classification

    Univ. Artois, UR 4025, LSEE, F-62400 Béthune, France · Univ. Artois, UR 3926, LGI2A, F-62400 Béthune, France

  6. 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

  7. Learning Kernels by Alignment for Multiclass Bayes Classification

    Sep 6, 2026Hollan Haule, Javier EscuderoMulticlass ClassificationKernel Method

  8. One-Layer Transformer Provably Learns Multiclass One-Nearest Neighbor in Context

    Sep 1, 2026Skanda Athreya, Yutong WangMulticlass ClassificationMultilayer Perceptrons

    James B. Conant High School · Hoffman Estates, IL · Illinois Institute of Technology +1

  9. Informative Label Missingness in Multiclass Classification Information Geometry and Excess Risk

    Aug 31, 2026Fariborz Setoudehtazang, Geoffrey J. McLachlanMulticlass ClassificationMissing Data

    Dipartimento di Scienze Statistiche, Universit`a di Padova, Padova, Italy · School of Mathematics and Physics, The University of Queensland, Australia

  10. Fairness in multi-class multi-group classification problems via contextial coherent risk measures

    Aug 31, 2026Darinka Dentcheva, Xiangyu TianAlgorithmic FairnessMulticlass Classification

    Department of Mathematical Sciences · Stevens Institute of Technology · Hoboken, NJ 07030, USA +1

  11. Multiclass Linear Perceptrons with Multiplicative Margins

    Aug 30, 2026Dmitri Rachkovskij, Evgeny Osipov, Olexander Volkov +2Multiclass ClassificationMultilayer Perceptrons

    Department of Computer Science, Electrical and Space Engineering, Luleå University of Technology, 971 87 Luleå, Sweden · Institute of Information Technologies and Systems, 03187 Kyiv, Ukraine · Centre for Data Analytics and Cognition, La Trobe University, Melbourne, Australia +2

  12. Two Dimensions Govern Agnostic Multiclass Transductive Learning

    Aug 26, 2026Pahan DewasurendraTransductive LearningMulticlass Classification

    Johns Hopkins University

  13. Multiclass Classification without Labels via Posterior Simplex Geometry

    Jul 27, 2026Raphaël Bonnet-Guerrini, Johann Ioannou-Nikolaides, Troels Petersen +1Multiclass ClassificationUnlabeled Data

    Niels Bohr Institute University of Copenhagen Copenhagen, 2100 · Computer Science Department Università degli Studi di Milano Milan, MI, 20133

  14. Local Regularization Does Not Characterize Multiclass PAC Learnability

    Jul 26, 2026Eric HouLearnabilityMulticlass Classification

  15. A Leakage-Free Stacked Ensemble Method for Multiclass Classification

    Jul 24, 2026S. P. Sharmila, Aruna TiwariMulticlass ClassificationEnsemble

    Indian Institute of Technology Indore, Madhya Pradesh, India. · Siddaganga Institute of Technology, Tumakuru, Karnataka, India.

  16. Fundamental limits of distributed multiclass classification from simple binary decisions

    Jul 21, 2026Ioannis Papageorgiou, Srinivas Nomula, Ayalvadi Ganesh +2Multiclass ClassificationGaussian Mixture Models

    School of Mathematics, University of Bristol · Department of Electrical Communication Engineering, Indian Institute of Science.

  17. 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 FrochteCommon Vulnerabilities And ExposureMulticlass Classification

    mindsquare AG · Bochum University of Applied Sciences

  18. Video-Based Detection of squint and cataract for accessibility-aware adaptive web interface rendering

    Jul 8, 2026Amar Ranjan Dash, Manas Ranjan PatraOphthalmologyAccessibility

    Department of Computer Science, Berhampur University, Berhampur, India · CSE Department, NIST University, Pallur Hills, Berhampur, India

  19. Geometry-Aware Bayesian Quantification via Compositional Data Analysis

    Jul 6, 2026Alejandro Moreo, Pablo González, Juan José del CozDensity Ratio EstimationMulticlass Classification

    Istituto di Scienza e Tecnologie dell’Informazione Consiglio Nazionale delle Ricerche Pisa, Italy · Artificial Intelligence Center University of Oviedo Asturias, Spain

  20. 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

  21. Diffusion-Based Multi-Class Normality for OOD Detection: An Application to CDP Authentication

    Jul 1, 2026Bolutife Atoki, Iuliia Tkachenko, Bertrand Kerautret +1Out-Of-Distribution DetectionAuthentication

    imagine, LIRIS · Universit´e Lumi`ere Lyon 2, CNRS, INSA Lyon, Universite Claude Bernard Lyon 1 LIRIS, UMR 5205 Lyon, France

  22. Structured Proper Loss Geometries for Multiclass Classification: Theory and Controlled Empirical Evaluation

    Jun 28, 2026Soumyadip SarkarMulticlass ClassificationQuadratic Slack Penalty

    Independent Researcher

  23. Gradient boosting with vector-valued leafs

    Jun 28, 2026David CortesGradient Boosted Decision TreeDecision Trees

  24. DSP-SLAM++: A Unified Framework for Multi-Class, High-Fidelity Object SLAM in the Wild

    Jun 24, 2026Ahmad Kourani, Ghina Daoud, Daniel Asmar +1Orb-Slam2Simultaneous Localization And Mapping

    Vision and Robotics Lab (VRL), American University of Beirut (AUB), Beirut, Lebanon · Department of Mechanical Engineering, MSFEA, American University of Beirut (AUB), Beirut, Lebanon · Department of Electrical and Computer Engineering, MSFEA, American University of Beirut (AUB), Beirut, Lebanon

  25. An Improved CNN-LSTM Based Intrusion Detection System for IoT Networks

    Jun 4, 2026Mohammad Tariq Ikhlas, Pohanyar Khowaja Khil, Malik Muhammad Mueed Aslam +1Intrusion DetectionInternet Of Thing

    SEECS NUST, Pakistan

  26. The price of multi-group transductive learning

    Jun 3, 2026Noah Bergam, Samuel Deng, Daniel HsuTransductive LearningMulticlass Classification

    Columbia University

  27. Demystifying the Optimal Fair Classifier in Multi-Class Classification

    May 30, 2026Li Zhang, Yuyuan Li, XiaoHua Feng +3Multiclass ClassificationAlgorithmic Fairness

    College of Computer Science and Technology, Zhejiang University · School of Communication Engineering, Hangzhou Dianzi University

  28. Universal Multiclass Transductive Online Learning

    May 28, 2026Steve Hanneke, Hongao WangTransductive LearningLearnability

    Department of Computer Science, Purdue University, West Lafayette, IN 47907, USA

  29. CalArena: A Large-Scale Post-Hoc Calibration Benchmark

    May 28, 2026Eugène Berta, David Holzmüller, Francis Bach +1Multiclass Classification

    Inria - Ecole Normale Supérieure PSL Research University · Inria

  30. The Sample Complexity of Multiclass and Sparse Contextual Bandits

    May 28, 2026Liad Erez, Fan Chen, Alon Cohen +4Contextual Bandit FrameworkOptimal Sample Complexity

    1Tel Aviv University, Israel · 2Massachusetts Institute of Technology, USA · 3Google Research Tel Aviv, Israel +1

  31. Conveyance: A Versatile Framework for Learning in Structured Class Spaces

    May 27, 2026Yasser Taha, Grégoire Montavon, Nils KörberMulticlass ClassificationCross-Entropy Losses

    Centre for Artificial Intelligence in Public Health Research, Robert Koch Institute · Berlin Institute for the Foundations of Learning and Data, Institute for AI in Medicine, Charité Universitätsmedizin Berlin

  32. Polynomial-Time Robust Multiclass Linear Classification under Gaussian Marginals

    May 20, 2026Ilias Diakonikolas, Giannis Iakovidis, Mingchen MaMulticlass ClassificationLearnability

    University of Wisconsin-Madison

  33. Divide et Calibra: Multiclass Local Calibration via Vector Quantization

    May 20, 2026Cesare Barbera, Lorenzo Perini, Giovanni De Toni +2Multiclass ClassificationLatent Space

    University of Pisa, Univeristy of Trento · Meta · Fondazione Bruno Kessler +1

  34. Efficient and Noise-Tolerant PAC Learning of Multiclass Linear Classifiers

    May 18, 2026Rita Adhikari, Shiwei ZengMulticlass ClassificationLearnability

    Augusta University

  35. Few-Shot Network Intrusion Detection Using Online Triplet Mining

    May 17, 2026Jack Wilkie, Hanan Hindy, Christos Tachtatzis +2Intrusion DetectionMultimodal Anomaly Detection

    Department of Electronics and Electrical Engineering, University of Strathclyde, Glasgow G1 1XQ, UK · Faculty of Computer and Information Sciences, Ain Shams University, Cairo 11566, Egypt · Faculty of Electrical Engineering, Czech Technical University, 160 00 Prague, Czech Republic

  36. TERRA-CD: Multi-Temporal Framework for Multi-class and Semantic Change Detection

    May 14, 2026Omkar Oak, Rukmini Nazre, Rujuta Budke +1Land CoverRemote Sensing

    COEP Technological University, Pune, India · University of Massachusetts, Amherst, USA · North Carolina State University, USA

  37. A Refined Generalization Analysis for Extreme Multi-class Supervised Contrastive Representation Learning

    May 8, 2026Nong Minh Hieu, Antoine LedentMulticlass ClassificationContrastive Learning

    School of Computing and Information Systems, Singapore Management University.

  38. Fast Gauss-Newton for Multiclass Cross-Entropy

    May 7, 2026Mikalai Korbit, Mario ZanonCross-Entropy LossesMulticlass Classification

    IMT School for Advanced Studies Lucca

  39. How Label Imbalance Shapes Geometry: A General Spectral Analysis of Multi-Label Neural Collapse

    May 3, 2026Xiaoxuan Ma, Yixuan Yang, Song Li +1Multi-Label ClassificationNeural Collapse

    Department of Mathematics, Zhejiang University, Hangzhou, China.

  40. MIFair: A Mutual-Information Framework for Intersectionality and Multiclass Fairness

    Apr 30, 2026Jeanne Monnier, Thomas George, Frédéric Guyard +2Algorithmic FairnessMulticlass Classification

    Orange Research, Châtillon, France · EURECOM, Sophia Antipolis, France

  41. The Optimal Sample Complexity of Multiclass and List Learning

    Apr 27, 2026Chirag PabbarajuMulticlass ClassificationOptimal Sample Complexity

    Stanford University

  42. Quantification of Credal Uncertainty: A Distance-Based Approach

    Mar 28, 2026Xabier Gonzalez-Garcia, Siu Lun Chau, Julian Rodemann +6UncertaintyMulticlass Classification

    Dept. of Statistics, CS & Mathematics, Public Univ. of Navarre · EPIC Lab, Nanyang Technological Univ. Singapore · Rational Intelligence Lab, CISPA Helmholtz Center for Information Security +7

  43. A Generalised Exponentiated Gradient Approach to Enhance Fairness in Binary and Multi-class Classification Tasks

    Mar 22, 2026Maryam Boubekraoui, Giordano d'Aloisio, Antinisca Di MarcoMulticlass ClassificationAlgorithmic Fairness

    Laboratoire d’Intelligence Artificielle et Systèmes Industriels (LIASI), HESTIM Engineering and Business School, Casablanca, Morocco · Department of Information Engineering, Computer Science and Mathematics, University of L’Aquila, L’Aquila, Italy

  44. Collaborative Optimization of Multiclass Imbalanced Learning: Density-Aware and Region-Guided Boosting

    Dec 27, 2025Chuantao Li, Zhi Li, Jiahao Xu +2Imbalanced ClassificationMulticlass Classification

    School of Automation Engineering, University of Electronic Science and Technology of China, Chengdu 611731, Sichuan, China · School of Mathematics and Computer, Guangdong Ocean University, Zhanjiang 524088, Guangdong, China

  45. A Unified and Stable Risk Minimization Framework for Weakly Supervised Learning with Theoretical Guarantees

    Nov 28, 2025Miao Zhang, Junpeng Li, Changchun Hua +1Empirical Risk MinimizationSemi-Supervised Learning

    Engineering Research Center of the Ministry of Education for Intelligent Control System and Intelligent Equipment, Yanshan University, Qinhuangdao, China

  46. Observational Multiplicity

    Jul 30, 2025Erin George, Deanna Needell, Berk UstunMulticlass ClassificationLogistic Regression

    Department of Mathematics University of California, San Diego La Jolla, CA 92093, USA · Department of Mathematics University of California, Los Angeles Los Angeles, CA 90095, USA · Department of Computer Science & Halıcıoğlu Data Science Institute University of California, San Diego La Jolla, CA 92093, USA

  47. Explaining a probabilistic prediction on the simplex with Shapley compositions

    Aug 2, 2024Paul-Gauthier Noé, Miquel Perelló-Nieto, Jean-François Bonastre +1Shapley ValueMulticlass Classification

    Laboratoire Informatique d’Avignon, Avignon Universit´e, France · University of Bristol, United Kingdom

  48. Are Independently Estimated View Uncertainties Comparable? Unified Routing for Trusted Multi-View Classification

    Date pendingYilin Zhang, Cai Xu, Haishun Chen +2Evidence FusionMulti-View

    Xidian University Xi’an, China