Multiclass Classification

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9 papers in the last 28 days · 0.1% of indexed attention

Twelve weeks of publication activity for this topic as it is defined today.

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Object ClassificationMulti-Label ClassificationBinary Classification

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Period ending 2026-09-21

1 new paper

A weekly snapshot of new work published in Multiclass Classification.

Period ending 2026-09-14

3 new papers

A weekly snapshot of new work published in Multiclass Classification.

Period ending 2026-09-07

3 new papers

A weekly snapshot of new work published in Multiclass Classification.

46 papers

Latest in Multiclass Classification

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  1. 3D Digital Twin Visualization of Multiclass GRF-Based Gait Disorder Classification

    Sep 14, 2026Nayoung Son, Minwoo ShinSingle-Subject Gait DatasetGround Reaction Forces

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

    Sep 7, 2026Konstantinos Christopher Tsiolis, Denny Wu, Christos Thrampoulidis +1Multiclass ClassificationScaling Laws

  3. 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

  4. 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 LeukemiaMulti-Label Classification

  5. Learning Kernels by Alignment for Multiclass Bayes Classification

    Sep 6, 2026Hollan Haule, Javier EscuderoMulticlass ClassificationKernel Method

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

    Sep 1, 2026Skanda Athreya, Yutong WangTransformer LayersMulticlass Classification

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

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

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

    Aug 31, 2026Darinka Dentcheva, Xiangyu TianFairness-Aware LearningMulticlass Classification

  9. Multiclass Linear Perceptrons with Multiplicative Margins

    Aug 30, 2026Dmitri Rachkovskij, Evgeny Osipov, Olexander Volkov +2Multiclass ClassificationBias Learning

  10. Multiclass Classification without Labels via Posterior Simplex Geometry

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

  11. Local Regularization Does Not Characterize Multiclass PAC Learnability

    Jul 26, 2026Eric HouMulticlass ClassificationSingular Learning Theory

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

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

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

    Jul 21, 2026Ioannis Papageorgiou, Srinivas Nomula, Ayalvadi Ganesh +2Multiclass ClassificationBinary Classification

  14. 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 FrochteVulnerability Detection & RepairMulticlass Classification

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

    Jul 8, 2026Amar Ranjan Dash, Manas Ranjan PatraOphthalmologyAccessibility

  16. Geometry-Aware Bayesian Quantification via Compositional Data Analysis

    Jul 6, 2026Alejandro Moreo, Pablo González, Juan José del CozCandidate Label DistributionsDensity Ratio Estimation

  17. Deep Multitask Learning for Mixed-Type Outcomes with Shared Sparsity

    Jul 1, 2026Huichao Li, Tong Wang, Sanguo Zhang +1Multi--Task LearningMulticlass Classification

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

    Jul 1, 2026Bolutife Atoki, Iuliia Tkachenko, Bertrand Kerautret +1Out-Of-Distribution DetectionFace Forgery Detection

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

    Jun 28, 2026Soumyadip SarkarMulticlass ClassificationQuadratic Slack Penalty

  20. Gradient boosting with vector-valued leafs

    Jun 28, 2026David CortesGradient Boosted TreeDecision Trees

  21. 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

  22. 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

  23. The price of multi-group transductive learning

    Jun 3, 2026Noah Bergam, Samuel Deng, Daniel HsuTransductive Active LabelingMulticlass Classification

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

    May 30, 2026Li Zhang, Yuyuan Li, XiaoHua Feng +3Fairness-Aware LearningMulticlass Classification

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

    May 28, 2026Eugène Berta, David Holzmüller, Francis Bach +1Multicalibration and CalibrationPost-Hoc

  26. The Sample Complexity of Multiclass and Sparse Contextual Bandits

    May 28, 2026Liad Erez, Fan Chen, Alon Cohen +4Linear Contextual BanditsSample Complexity

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

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

  28. PAC Learning with Bandit Feedback: Sharp Sample Complexity in the Realizable Setting

    May 25, 2026Steve Hanneke, Qinglin Meng, Shay Moran +1Optimal Sample ComplexitySample Complexity

  29. Robust Fuzzy Multi-view Learning under View Conflict

    May 23, 2026Siyuan Duan, Yuan Sun, Dezhong Peng +3Multi-ViewUncertainty-Aware Fusion

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

    May 20, 2026Ilias Diakonikolas, Giannis Iakovidis, Mingchen MaMulticlass Classification3D Gaussian Splatting

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

    May 20, 2026Cesare Barbera, Lorenzo Perini, Giovanni De Toni +2Multiclass ClassificationMulticalibration and Calibration

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

    May 18, 2026Rita Adhikari, Shiwei ZengMulticlass ClassificationOptimal Sample Complexity

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

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

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

    May 14, 2026Omkar Oak, Rukmini Nazre, Rujuta Budke +1Normalized Difference Vegetation IndexSentinel-2

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

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

  36. Risk-Consistent Multiclass Learning from Random Label-Subset Membership Queries

    May 8, 2026Jiaxu Su, Junpeng Li, Changchun Hua +1Weak SupervisionMulticlass Classification

  37. Fast Gauss-Newton for Multiclass Cross-Entropy

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

  38. 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

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

    Apr 30, 2026Jeanne Monnier, Thomas George, Frédéric Guyard +2Fairness-Aware LearningMulticlass Classification

  40. The Optimal Sample Complexity of Multiclass and List Learning

    Apr 27, 2026Chirag PabbarajuMulticlass ClassificationOptimal Sample Complexity

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

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

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

    Mar 22, 2026Maryam Boubekraoui, Giordano d'Aloisio, Antinisca Di MarcoFairness-Aware LearningMulticlass Classification

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

    Dec 27, 2025Chuantao Li, Zhi Li, Jiahao Xu +2Extreme Class ImbalanceMulticlass Classification

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

    Nov 28, 2025Miao Zhang, Junpeng Li, Changchun Hua +1Weak SupervisionSupervised Learning

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

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

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

    Date pendingYilin Zhang, Cai Xu, Haishun Chen +2Multi-ViewUncertainty-Aware Fusion