Clustering

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Period ending 2026-09-14

5 new papers

A weekly snapshot of new work published in Clustering.

Period ending 2026-09-07

2 new papers

A weekly snapshot of new work published in Clustering.

196 papers

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  1. Diffusion enabled Optimal Transport distances for graph matching

    Jul 7, 2026Iman Seyedi, Francesco ArchettiGraph LearningGromov--Wasserstein

  2. Straight-Path Flow Matching for Incomplete Multi-View Clustering

    Jul 7, 2026Yiteng Yuan, Junyan Wang, Zheyuan Liu +4Multi-ViewConditional Flow Matching

  3. Structured Data Extraction from Real Estate Documents using Clustering, Classification, and Large Language Models

    Jul 7, 2026Muhammad Assad Shehbaz, Carlos Francisco Moreno-GarcíaHousing AttributesText Classifier

  4. Sensitivity Sampling with Predictions for k-Means Clustering

    Jul 6, 2026Cristian Boldrin, Fabio VandinK$-MeansClustering

  5. Learnable Weighting of Intra-Attribute Distances for Categorical Data Clustering with Nominal and Ordinal Attributes

    Jul 6, 2026Yiqun Zhang, Yiu-ming CheungClusteringDistance

  6. A Clustering-Based Framework for Identifying Suspicious Trading Patterns in Capital Market

    Jul 5, 2026Asif Zaman, Romona Magdalene Sarkar, Sabiha Khair Ohi +1Fraud DetectionAnti-Money Laundering

  7. Scalable and Distributed Silhouette Approximation

    Jul 2, 2026Ilie Sarpe, Federico Altieri, Andrea Pietracaprina +2ClusteringDistance

  8. Statistical Properties of k-means Clustering for Data Missing Completely at Random

    Jul 2, 2026Xin GuanK$-MeansClustering

  9. MNAR-k-means: A k-means Clustering for Data Missing Not at Random with Magnitude-Decaying Probability

    Jun 30, 2026Xin GuanK$-MeansImputation

  10. Hierarchical Clustering As a Novel Solution to the Notorious Multicollinearity Problem in Observational Causal Inference

    Jun 30, 2026Yufei Wu, Zhiying Gu, Alex Deng +2Causal InferencesObservational Data

  11. Discovering Collaboration from Novelty: Random Network Distillation for Clustered Federated Learning

    Jun 29, 2026Davide Domini, Gianluca Aguzzi, Ivana Dusparic +2Robust Federated LearningOne-Shot Federated Learning

  12. Improving Patient Subtyping on Longitudinal Data using Representations from Mamba-based Architecture

    Jun 26, 2026Md Mozaharul Mottalib, Rahmatollah BeheshtiMamba-Based ModelsLongitudinal Data

  13. scKDGM: KAN-guided Dynamic Graph Masked Learning for Single-Cell RNA-seq Clustering

    Jun 26, 2026Jun Tang, Pengwei Hu, Sicong Gao +3Single-Cell RnaGraph Learning

  14. DG^VoiC: Speaker Clustering for Fraud Investigation under Real Call-Centre Conditions

    Jun 26, 2026Muhammad Shakeel Akram, Amal Htait, Abdul Hamid Sadka +2Speaker IdentityFraud Detection

  15. Dual-Learning based Penalized Multi-Align Clustering for Multi-View Incomplete and Disorderly Data

    Jun 26, 2026Liang Zhao, Shubin Ma, Bo Xu +1Multi-Modal FusionMulti-View

  16. Universal Guideline-Driven Image Clustering via a Hybrid LLM Agent

    Jun 23, 2026Wenliang Zhong, Rob Barton, Lucas Goncalves +7ClusteringClassifier-Free Guidance

  17. Bridge the Gaps: Heterogeneous Attributed Graph Clustering via Quaternion Representation Learning

    Jun 22, 2026Xinxi Chen, Junyang Chen, Yiqun Zhang +2Text-Attributed GraphGraph Learning

  18. Fursee: Hybrid YOLO-DINOv3 Framework for Fursuit Identity Retrieval and Clustering

    Jun 22, 2026Jundi WuDinov3Vision Datasets

  19. Cohort Organized Learning: Clustering Through Agreement

    Jun 19, 2026Finn Henry O'Shea, Maria Elena MonzaniClusteringCluster

  20. A new classification method based on Minimum Spanning Trees

    Jun 19, 2026Julio González-Díaz, Beatriz Pateiro-López, Iria Rodríguez-AcevedoClusteringCluster

  21. Eigenspace-Based Clustering for Personalized System Identification

    Jun 18, 2026Abdulmoneam Ali, Dipankar Maity, Ahmed ArafaSystem IdentificationClustering

  22. SCAN: Enhance Time Series Anomaly Detection via Multi-Scale Neighborhood-Centered Clustering

    Jun 17, 2026Xingze Zheng, Hanyin Cheng, Siyuan Wang +4Time-Series Anomaly DetectionAnomaly Score

  23. FOSC-X: An Extended Framework for Optimal Local Cuts and Non-Horizontal Cluster Selection from Clustering Hierarchies

    Jun 17, 2026Connor Simpson, Ricardo J. G. B. CampelloClusteringMax Cut

  24. C-ARC: Continuous-Adaptive Range Clustering for Non-Repetitive LiDAR Sensors

    Jun 17, 2026Nick B. Schroeder, Jonathan Lichtenfeld, Oskar von StrykLight Detection And RangingPoint Clouds

  25. Seed-Guided Semi-Supervised Clustering by A-Contrario Anomaly Detection

    Jun 17, 2026Nassir MohammadClusteringUnsupervised Anomaly Detection

  26. S-JEPA : Soft Clustering Anchors for Self-Supervised Speech Representation Learning

    Jun 17, 2026Georgios Ioannides, Adrian Kieback, Judah Goldfeder +5Self-Supervised Speech ModelsSphere-Jepa

  27. Biarchetype analysis for univariate functional data. An application to macroeconomic financial time series

    Jun 14, 2026Aleix Alcacer, Rafael Benitez, Vicente J. Bolos +1Time SeriesClustering

  28. MSC-CMA-ES: Structure-Aware Restarts for CMA-ES via Cyclic Nearest-Better Basin Discovery

    Jun 14, 2026Dimitar Nedanovski, Svetoslav Nenov, Dimitar PilevBasinRetrying

  29. Cluster LOCO: Feature Importance For Interpreting Clusters

    Jun 12, 2026Claire M. He, Genevera I. AllenFeature ImportanceClustering

  30. Clustering Node Attributed Networks with Graph Neural Networks and Self Learning

    Jun 11, 2026Rodrigo de Sapienza Luna, Daniel Ratton FigueiredoGraph Neural NetworksClustering

  31. Robust State-Conditional Feature-Weighted Jump Models for Temporal Clustering

    Jun 11, 2026Federico P. Cortese, Alessio FarcomeniClusteringAction-Conditioned Transition Operator

  32. scLLM-DSC: LLM-Knowledge Enhanced Cross-Modal Deep Structural Clustering for Single-Cell RNA Sequencing

    Jun 11, 2026Ping Xu, Pengjiang Li, Tian Du +6Single-Cell RnaClustering

  33. Efficient Time Series Clustering from Multiscale Reservoir Dynamics with Granular-Ball Anchoring Graph Optimization

    Jun 10, 2026Yifan Wang, Lifeng Shen, Shuyin Xia +1Granular-Ball ComputingClustering

  34. Towards Data-free and Training-free Compression for Speech Foundation Models Using Parameter Clustering

    Jun 10, 2026Haoning Xu, Zhaoqing Li, Huimeng Wang +4Large Language Model CompressionMagnitude-Based Pruning

  35. Machine-learning clustering of close-in exoplanet populations: links to pebble accretion

    Jun 10, 2026Yi Duann, Anders Johansen, Haiyang S. Wang +1ExoplanetClustering

  36. Range Penalization: Theoretical Insights with Applications in Federated Learning

    Jun 9, 2026Yiyuan She, Zhaojun Hu, Yifan SunRegularization MethodsQuadratic Slack Penalty

  37. Flash-GMM: A Memory-Efficient Kernel for Scalable Soft Clustering

    Jun 9, 2026Gal Bloch, Ariel Gera, Matan Orbach +2Gaussian Mixture ModelsClustering

  38. ClusBench: The Clustering Benchmark Data Resource You've All Been Waiting For (?)

    Jun 9, 2026David P. HofmeyrClusteringSynthetic Data

  39. Thresholded Local Hyper-Flow Diffusion

    Jun 8, 2026Meher Chaitanya, Sebastian Dalleiger, Luana RuizMax CutSubmodular Maximization

  40. Orthogonality and Dimensionality in Airline Cluster Analysis using PCA and Kernel PCA

    Jun 6, 2026Andreas SchlapbachPrincipal Component AnalysisClustering

  41. On solving symmetric multi-type orthogonal non-negative matrix tri-factorization problem

    Jun 6, 2026Rok Hribar, Gregor Papa, Janez Povh +1Nonnegative Matrix FactorizationOrthogonality

  42. Unsupervised Continual Clustering via Forward-Backward Knowledge Distillation

    Jun 5, 2026Mohammadreza Sadeghi, Sareh Soleimani, Zihan Wang +1Efficient Continual LearningCatastrophic Forgetting

  43. Sparse Functional Singular Value Decomposition for Biclustering and Triclustering Longitudinal Data

    Jun 3, 2026Yue Zhao, Thierry Chekouo, Sandra SafoClusteringLongitudinal Data

  44. UniFair: A unified fair clustering approach based on separation and compactness

    Jun 3, 2026Antonia Karra, Vasiliki Papanikou, Georgios Vardakas +2Fairness-Aware LearningClustering

  45. Contrastive Learning and Correlation Clustering for Sequences of Network Telescope Data

    Jun 3, 2026Jannik Presberger, Alexander Männel, Maynard Koch +3Network TrafficContrastive Learning

  46. FailureScope: Cross-Regime Behavioral Diagnosis of Language Model Weaknesses

    Jun 3, 2026Nicholas SabanLarge Language Models FailCross-Model Consistency

  47. Central Description Length (CDL) Clustering Validation Index

    Jun 2, 2026Mahdi Shamsi, Soosan BeheshtiClusteringCluster

  48. Hierarchical Federated Learning with Dynamic Clustering and Adaptive Regularization for Robust Infrastructure Inspection

    Jun 2, 2026Yuhu Feng, Keisuke Maeda, Takahiro Ogawa +1Structural Health MonitoringInspection

  49. Semi-Supervised Hyperbolic Hierarchical Clustering with Set-Level Structural Priors

    Jun 1, 2026Junjing Zheng, Xinyu Zhang, Xiangfeng Qiu +2Hyperbolic LearningSemi-Supervised Learning

  50. Agentic Clustering: Controllable Text Taxonomies via Multi-Agent Refinement

    May 31, 2026Simon Löwe, Emily SilcockMulti-Agent Large Language Model SystemsAgentic AI Systems

  51. French parsing enhanced with a word clustering method based on a syntactic lexicon

    May 30, 2026Anthony Sigogne, Matthieu Constant, Eric LaportePrague Dependency TreebankContext-Free Grammars

  52. PE-means: Improved Differentially Private k-means Clustering through Private Evolution

    May 29, 2026Thomas Humphries, Zinan Lin, Sergey YekhaninDifferential PrivacyK$-Means

  53. Cluster Analysis with Resampling for Validation and Exploration (CARVE)

    May 29, 2026Kai R. Wycik, Tiffany M. Tang, Tarek M. Zikry +1ClusteringCluster

  54. ERICA: Quantifying Replicability of Cluster Analysis

    May 29, 2026Siamak K. Sorooshyari, Manuel A. Rivas, Robert TibshiraniClusteringReproducibility

  55. Mathematical Morphology in Machine Learning

    May 29, 2026Erick Oliveira Rodrigues, Aura ConciClusteringCluster

  56. ExDBSCAN: Explaining DBSCAN with Counterfactual Reasoning -- Additional Material

    May 28, 2026Pernille Matthews, Lena Krieger, Tommaso Amico +3ClusteringCounterfactual Explanation

  57. A new completely parameter-free clustering algorithm for unsupervised classification of BATSE gamma-ray bursts

    May 28, 2026Soumita ModakClusteringUnsupervised

  58. CLUBench: A Clustering Benchmark

    May 28, 2026Feng Xiao, Dazhi Fu, Chris Ding +1ClusteringGeneralizable Ranking Purpose

  59. Robust Contrastive Graph Clustering with Adaptive Local-Global Integration

    May 27, 2026Lei Zhang, Fubo Sun, Haipeng Yang +2Graph LearningClustering

  60. TaBIIC2: Interactive Building of Ontological Taxonomies using Weighted Self-Organizing Maps

    May 24, 2026Mathieu d'AquinTaxonomyClustering