mlsanityData to 7 Oct 2026

Accelerated Hierarchical Density Clustering

arXiv 1705.07321 ↗First posted 20 May 2017stat.MLcited by 100

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Abstract (arXiv)

We present an accelerated algorithm for hierarchical density based clustering. Our new algorithm improves upon HDBSCAN*, which itself provided a significant qualitative improvement over the popular DBSCAN algorithm. The accelerated HDBSCAN* algorithm provides comparable performance to DBSCAN, while supporting variable density clusters, and eliminating the need for the difficult to tune distance scale parameter. This makes accelerated HDBSCAN* the default choice for density based clustering. Library available at: https://github.com/scikit-learn-contrib/hdbscan

Key facts. Cited by 100 papers in the map (data through 7 Oct 2026). First posted on arXiv 20 May 2017.

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2021: 8; 2022: 18; 2023: 26; 2024: 20; 2025: 14; 2026: 14.

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  1. 2022BERTopic: Neural topic modeling with a class-based TF-IDF procedurecited by 779
  2. 2023SAI3D: Segment Any Instance in 3D Scenescited by 90
  3. 2024Concept Induction: Analyzing Unstructured Text with High-Level Concepts Using LLooMcited by 77
  4. 2022A Unified Evaluation of Textual Backdoor Learning: Frameworks and Benchmarkscited by 70
  5. 2022MuMiN: A Large-Scale Multilingual Multimodal Fact-Checked Misinformation Social Network Datasetcited by 59
  6. 2023Privacy in Large Language Models: Attacks, Defenses and Future Directionscited by 48
  7. 2023SAMPro3D: Locating SAM Prompts in 3D for Zero-Shot Instance Segmentationcited by 44
  8. 2024EmbodiedSAM: Online Segment Any 3D Thing in Real Timecited by 40
  9. 2022Is Neural Topic Modelling Better than Clustering? An Empirical Study on Clustering with Contextual Embeddings for Topicscited by 35
  10. 2024ICP-Flow: LiDAR Scene Flow Estimation with ICPcited by 34
  11. 2024Relaxing Accurate Initialization Constraint for 3D Gaussian Splattingcited by 33
  12. 2023UnScene3D: Unsupervised 3D Instance Segmentation for Indoor Scenescited by 31
38 more
  1. 2023FreqFed: A Frequency Analysis-Based Approach for Mitigating Poisoning Attacks in Federated Learningcited by 25
  2. 20223D Segmentation of Humans in Point Clouds with Synthetic Datacited by 24
  3. 2024Probabilistic Conformal Prediction with Approximate Conditional Validitycited by 23
  4. 2021Measuring and Explaining the Inter-Cluster Reliability of Multidimensional Projectionscited by 20
  5. 2021Twitter-COMMs: Detecting Climate, COVID, and Military Multimodal Misinformationcited by 16
  6. 2023CHAMPAGNE: Learning Real-world Conversation from Large-Scale Web Videoscited by 14
  7. 2024Part2Object: Hierarchical Unsupervised 3D Instance Segmentationcited by 12
  8. 2025A Large Scale Analysis of Gender Biases in Text-to-Image Generative Modelscited by 12
  9. 2024A Graph is Worth K Words: Euclideanizing Graph using Pure Transformercited by 10
  10. 2024What's documented in AI? Systematic Analysis of 32K AI Model Cardscited by 10
  11. 2025RAG Meets Temporal Graphs: Time-Sensitive Modeling and Retrieval for Evolving Knowledgecited by 10
  12. 2023CLAMS: A Cluster Ambiguity Measure for Estimating Perceptual Variability in Visual Clusteringcited by 8
  13. 2022ZeroBERTo: Leveraging Zero-Shot Text Classification by Topic Modelingcited by 7
  14. 2022An efficient aggregation method for the symbolic representation of temporal datacited by 7
  15. 2022"Flux+Mutability": A Conditional Generative Approach to One-Class Classification and Anomaly Detectioncited by 7
  16. 2022Towards a Progression-Aware Autonomous Dialogue Agentcited by 7
  17. 2024TACCO: Task-guided Co-clustering of Clinical Concepts and Patient Visits for Disease Subtyping based on EHR Datacited by 7
  18. 2025Unified Semantic Transformer for 3D Scene Understandingcited by 7
  19. 2022Delaunay Component Analysis for Evaluation of Data Representationscited by 6
  20. 2022Artificial intelligence for topic modelling in Hindu philosophy: mapping themes between the Upanishads and the Bhagavad Gitacited by 6
  21. 2023FreePoint: Unsupervised Point Cloud Instance Segmentationcited by 6
  22. 2026MedXIAOHE: A Comprehensive Recipe for Building Medical MLLMscited by 6
  23. 2022Transformers and the representation of biomedical background knowledgecited by 5
  24. 2022Elastic Step DQN: A novel multi-step algorithm to alleviate overestimation in Deep QNetworkscited by 5
  25. 2023BonnBeetClouds3D: A Dataset Towards Point Cloud-based Organ-level Phenotyping of Sugar Beet Plants under Field Conditionscited by 5
  26. 2024An Empirical Study into Clustering of Unseen Datasets with Self-Supervised Encoderscited by 5
  27. 2022Fast and explainable clustering based on sortingcited by 4
  28. 2023Deep learning for COVID-19 topic modelling via Twitter: Alpha, Delta and Omicroncited by 4
  29. 2024Bridging the Gap between Real-world and Synthetic Images for Testing Autonomous Driving Systemscited by 4
  30. 2021Git: Clustering Based on Graph of Intensity Topologycited by 3
  31. 2023LitSumm: Large language models for literature summarisation of non-coding RNAscited by 3
  32. 2025GrabS: Generative Embodied Agent for 3D Object Segmentation without Scene Supervisioncited by 3
  33. 2026FAST3DIS: Feed-forward Anchored Scene Transformer for 3D Instance Segmentationcited by 3
  34. 2026RedFlow: Redirect Failure into Action-Level Corrections for Flow-matching VLA Policycited by 3
  35. 2021Divided We Rule: Influencer Polarization on Twitter During Political Crises in Indiacited by 2
  36. 2022No Pattern, No Recognition: a Survey about Reproducibility and Distortion Issues of Text Clustering and Topic Modelingcited by 2
  37. 2023cuSLINK: Single-linkage Agglomerative Clustering on the GPUcited by 2
  38. 2023SCTc-TE: A Comprehensive Formulation and Benchmark for Temporal Event Forecastingcited by 2

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