HiClass: a Python library for local hierarchical classification compatible with scikit-learn
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Abstract (arXiv)
HiClass is an open-source Python library for local hierarchical classification entirely compatible with scikit-learn. It contains implementations of the most common design patterns for hierarchical machine learning models found in the literature, that is, the local classifiers per node, per parent node and per level. Additionally, the package contains implementations of hierarchical metrics, which are more appropriate for evaluating classification performance on hierarchical data. The documentation includes installation and usage instructions, examples within tutorials and interactive notebooks, and a complete description of the API. HiClass is released under the simplified BSD license, encouraging its use in both academic and commercial environments. Source code and documentation are available at https://github.com/scikit-learn-contrib/hiclass.
Key facts. Cited by 5 papers in the map (data through 14 Oct 2026). Builds on 4 of its 29 references that are in the map. First posted on arXiv 13 Dec 2021.
Builds on
4 of 29 references.
References · 4
- 2019PyTorch: An Imperative Style, High-Performance Deep Learning Librarycited by 20,305
- 2019Optuna: A Next-generation Hyperparameter Optimization Frameworkcited by 2,501
- 2020COVID-19 identification in chest X-ray images on flat and hierarchical classification scenarioscited by 19
- 2021Hierarchical Text Classification of Urdu News using Deep Neural Networkcited by 4
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Citing papers per year: 2024: 4; 2025: 1.
5 papers.
- 2024HEAL: Hierarchical Embedding Alignment Loss for Improved Retrieval and Representation Learningcited by 3
- 2024A Benchmark Dataset for Multimodal Prediction of Enzymatic Function Coupling DNA Sequences and Natural Languagecited by 2
- 2024MT-HCCAR: Multi-Task Deep Learning with Hierarchical Classification and Attention-based Regression for Cloud Property Retrievalcited by 1
- 2024Hierarchical Classification for Automated Image Annotation of Coral Reef Benthic Structurescited by 1
- 2025Cross-Platform E-Commerce Product Categorization and Recategorization: A Multimodal Hierarchical Classification Approachcited by 1
- 2025Cross-Platform E-Commerce Product Categorization and Recategorization: A Multimodal Hierarchical Classification Approach27 Aug 2025
- 2024Hierarchical Classification for Automated Image Annotation of Coral Reef Benthic Structures11 Dec 2024
- 2024HEAL: Hierarchical Embedding Alignment Loss for Improved Retrieval and Representation Learning5 Dec 2024
- 2024A Benchmark Dataset for Multimodal Prediction of Enzymatic Function Coupling DNA Sequences and Natural Language21 Jul 2024
- 2024MT-HCCAR: Multi-Task Deep Learning with Hierarchical Classification and Attention-based Regression for Cloud Property Retrieval29 Jan 2024