Object Classification

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Period ending 2026-09-21

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  1. Local Regularization Does Not Characterize Multiclass PAC Learnability

    Jul 26, 2026Eric HouMulticlass ClassificationSingular Learning Theory

  2. Variable Importance Identification Through Lazy Training for Binary Classification

    Jul 25, 2026Anand Singh, Luke Pennella, Eshan Kabir +1Feature ImportanceExplainability

  3. Efficient Recommendations via Graph Coarsening and Label Propagation

    Jul 24, 2026Alessandro Sbandi, Federico Siciliano, Fabrizio SilvestriGraph Neural NetworksRecommendation

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

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

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

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

  6. External Clustering Validation by the Homogeneity-Parsimony Trade-off

    Jul 22, 2026Andreas Tiffeau-MayerImage ClusteringCross Validation

  7. Cross-Domain Generalization in Optical Networks via Joint Contrastive and Classification Learning

    Jul 22, 2026Ali Al Housseini, Carlos Natalino, Paolo Monti +1Cross-Domain GeneralizationContrastive Learning

  8. 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

  9. Multi-modal transformer for signal classification in nanopore blockade experiments

    Jul 22, 2026Sandro Kuppel, Julian Hoßbach, Samuel Tovey +1Multimodal Deep LearningBiomarker

  10. Two-Step Occupation Coding

    Jul 22, 2026Alexander M. Esser, Jens DörpinghausNamed-Entity RecognitionObject Classification

  11. Scalable Keyword Spotting via Modular Network Expansion

    Jul 22, 2026Viktor Khaymonenko, Dzmitry Saladukha, Aliaksei Rak +1False Positive RateBinary Classification

  12. Extending a Large View Synthesis Model for Multi-view Panoptic Segmentation

    Jul 22, 2026Kwonyoung Ryu, In-Jae Lee, Jonghyun Jin +3Panoptic SegmentationNovel View Synthesis

  13. Lightweight Person-Place Relation Extraction from Historical Newspapers with Dependency Graphs and Proximity Features

    Jul 22, 2026Mlen-Too WesleyRelation ExtractionGraph-Based Retrieval

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

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

  15. AHEAD: Advancing Multi-Class Label Aggregation with Interpretable Cross-Annotator Modeling

    Jul 20, 2026Ju Chen, Sijia Xu, Jun Feng +2Multi-Label ClassificationHuman Annotators

  16. Discrete Ricci Curvature on Protein Contact Graphs for Lightweight Fold Classification

    Jul 17, 2026Jianru ShenEmbedding DimensionRotation-Invariant Descriptors

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

    Jul 17, 2026Piotr S. Maciąg, Monika Maciąg, Magdalena MajdanResnet-18Ensemble

  18. Analytical study of the optimal combination of binary classifiers based on classifiers-induced partitioning of the training set

    Jul 16, 2026Jean-Marc Brossier, Olivier LafitteBinary ClassificationEmpirical Risk Minimization

  19. 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 +1Real Datacite DoisTaxonomy

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

    Jul 15, 2026Shiqi Zhang, Tuomas VirtanenActive LearningSpeech Separation

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

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

  22. Learning Topological Quantum Phases from Limited Subsystems

    Jul 12, 2026Mehran Khosrojerdi, Sougato Bose, Alessandro Cuccoli +3Quantum Topological PhasesQuantum Kernels

  23. Constraint-Aware Hierarchical Search for Regulation-Driven Fine-Grained Classification

    Jul 12, 2026Siyu Wang, Wei Tan, Lulu ChenRegulationObject Classification

  24. A Novel Parallel QCNN Architecture with Efficient Classical Simulability

    Jul 9, 2026Lawrence Nguyen, Hiu Yung WongQubitParallel

  25. 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

  26. Naming the Concepts Classifiers Rely On: Language-Anchored Decomposition for Faithful Explanation

    Jul 8, 2026Ahsan Habib Akash, Dipkamal Bhusal, Stacey Jones +3NameFrozen Encoder

  27. Rag Classification of Tagore Songs using Symbolic Music Notation and Novel Weighted Distance Measures

    Jul 8, 2026Chandan Misra, Swarup ChattopadhyayObject ClassificationDistance

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

    Jul 8, 2026Amar Ranjan Dash, Manas Ranjan PatraOphthalmologyAccessibility

  29. 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 +2Natural Language Processing TasksObject Classification

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

    Jul 6, 2026Mohammad S. Majdi, Jeffrey J. RodriguezChest X-RayChest Radiography

  31. Full-range Binary Classifier Calibration for Stable Model Updates in Production

    Jul 6, 2026Konstantin BerlinMulticalibration and CalibrationFalse Positive Rate

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

    Jul 6, 2026Víctor Yeste, Paolo RossoSoft-LabelMulti-Label Classification

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

    Jul 6, 2026Dmytro Rizdvanetskyi, Nathan Roos, Pavlo LutsikSingle-Cell Rna SequencingMulti-Label Classification

  34. Geometry-Aware Bayesian Quantification via Compositional Data Analysis

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

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

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

  36. Fast, Parallel, Query-Efficient Binary Classification

    Jul 5, 2026Ishani Karmarkar, Liam O'Carroll, Aaron SidfordBinary ClassificationParallel

  37. A Unified Algebraic Framework for Classification Performance Evaluation

    Jul 4, 2026Ronaldo C. PratiMulti-Label ClassificationEvaluation Metrics

  38. Large-scale dataset of automatically classified rhetorical sections in scientific papers

    Jul 3, 2026Daniel Verdi, Jacob Aarup Dalsgaard, Roberta SinatraScientific DiscoveryObject Classification

  39. LLM-Enhanced Hierarchical Heterogeneous Graph Representation Learning for Malicious Python Package Detection

    Jul 3, 2026Hang Gao, Xiaoyu Chen, Baoquan Cui +4Malware DetectionObject Classification

  40. Robustness Meets Uncertainty: Evidential Adversarial Training for Robust Selective Classification

    Jul 3, 2026Nicolas Sournac, Ahmed Baha Ben Jmaa, Bertrand BraeckeveldtAdversarial TrainingAdversarial Transferability

  41. Efficient Waste Sorting for Circular Economy: A Confidence-guided comparison between One-Vs-All and One-Vs-Rest Classification Strategies with Human-in-the-Loop for Automated Waste Sorting

    Jul 2, 2026Mohammed Fahad Ali, Dominique Briechle, Marit Briechle-Mathiszig +2WasteBinary Classification

  42. HaloGuard 1.0: An Open Weights Constitutional Classifier for Multilingual AI Safety

    Jul 2, 2026Navaneeth Sangameswaran, Preetham S, Ashmiya LeninLarge Language Model SafetyMultilingual Safety

  43. Boundary-Aware Quantization: Finite-Scale Decision Geometry of Neural Classifiers

    Jul 1, 2026O. M. KiselevQuantizerBoundary-Aware

  44. Function-Counting Theory for Low-Dimensional Data Structures

    Jul 1, 2026Konstantin Häberle, Helmut BölcskeiLow-Dimensional StructureBinary Classification

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

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

  46. 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-RayChest Radiography

  47. 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

  48. 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

  49. Cross-lingual Relation Extraction with Large Language Models: Zero-Shot, Few-Shot, and Fine-Tuned Evaluation on Romanian

    Jun 30, 2026Dragos-Mitrut Vasile, Elena-Simona Apostol, Stefan-Adrian Toma +2Cross-Lingual ConsistencyObject Classification

  50. Overview of the TalentCLEF 2026: Skill and Job Title Intelligence for Human Capital Management

    Jun 30, 2026Luis Gasco, Hermenegildo Fabregat, Laura García-Sardiña +8Competency QuestionsEvaluation Benchmarks

  51. Fast approximation and learning of binary classification tasks in o-minimal structures using ReLU neural networks

    Jun 29, 2026Clemens Kinn, Philipp PetersenRectified Linear Unit NetworksBinary Classification

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

    Jun 29, 2026Aaron Bundi AnampiuMultilingual Language ModelsPolarization

  53. Do We Still Need Fine Tuning? Turkish Sentiment Analysis in the Era of Large Language Model

    Jun 28, 2026Sercan Karakaş, Yusuf ŞimşekLarge Language Model Fine-TuningSentiment Analysis

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

    Jun 28, 2026Soumyadip SarkarMulticlass ClassificationQuadratic Slack Penalty

  55. Gradient boosting with vector-valued leafs

    Jun 28, 2026David CortesGradient Boosted TreeDecision Trees

  56. A Kernel Fisher Discriminant Analysis-Based Tree Ensemble Classifier: KFDA Forest

    Jun 27, 2026Donghwan Kim, Seung Hwan Park, Jun-Geol BaekRandom ForestDecision Trees

  57. 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

  58. Surprises in Proper Positive-Only Learning

    Jun 26, 2026Shai Ben-David, Farnam Mansouri, Anay Mehrotra +1Binary ClassificationOptimal Sample Complexity

  59. FoleySet: A Multi-Level Human-Annotated Foley Sound Dataset

    Jun 24, 2026Sunshiyu Wang, Alexander LerchSonificationObject Classification

  60. 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