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ICML2025Top-tier venue

Learning-Augmented Hierarchical Clustering

Vladimir Braverman, Jon C. Ergun, Chen Wang, Samson Zhou

Abstract

In this chapter, we only consider hierarchies that are binary trees like the one shown in Figure 17.1 -but hierarchical clustering can be easily extended to other types of trees.

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the full paper · 6 top-tier papers that cite it · related work

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Cited by top-tier papers6

  1. Learning-Augmented Moment Estimation on Time-Decay ModelsSoham Nagawanshi, Shalini Panthangi, Chen Wang, David P. Woodruff et al.ICLR 2026 · 3 citations
  2. Nearly Space-Optimal Graph and Hypergraph Sparsification in Insertion-Only Data StreamsVincent Cohen-Addad, David P. Woodruff, Shenghao Xie, Samson ZhouICLR 2026 · 2 citations
  3. Relative Error Fair Clustering in the Weak-Strong Oracle ModelVladimir Braverman, Prathamesh Dharangutte, Shaofeng H.-C. Jiang, Hoai-An Nguyen et al.ICML 2025
  4. Metric kk-clustering using only Weak Comparison OraclesRahul Raychaudhury, Aryan Esmailpour, Sainyam Galhotra, Stavros SintosICLR 2026
  5. Universal Guideline-Driven Image Clustering via a Hybrid LLM AgentWenliang Zhong, Rob Barton, Lucas Goncalves, Kushal Kumar et al.CVPR 2026

Related papers

  1. Ultrametric Cluster Hierarchies: I Want 'em All!Andrew Draganov, Pascal Weber, Rasmus Skibdahl Melanchton Jørgensen, Anna Beer et al.NeurIPS 2025
  2. Hierarchical clustering with dot products recovers hidden tree structureAnnie Gray, Alexander Modell, Patrick Rubin-Delanchy, Nick WhiteleyNeurIPS 2023 · 3 citations
  3. Hierarchical Correlation Clustering and Tree Preserving EmbeddingMorteza Haghir Chehreghani, Mostafa Haghir ChehreghaniCVPR 2024
  4. Learning Hierarchical Cluster Structure of Graphs in Sublinear TimeMichael Kapralov, Akash Kumar, Silvio Lattanzi, Aida MousavifarSODA 2023 · 2 citations
  5. Nearly-Optimal Hierarchical Clustering for Well-Clustered GraphsSteinar Laenen, Bogdan-Adrian Manghiuc, He SunICML 2023 · 8 citations
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