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Awesome Multi-Label Paper List

Awesome

A curated list of multi-label classification papers.

Paperswithcode links will be preferred.

Welcome contributions!

Tabel of Contents

Datasets

Cat. Name Title Links
NLP RCV1-v2 Rcv1: A new benchmark collection for text categorization research [link]
NLP AAPD SGM: Sequence Generation Model for Multi-label Classification [link]
NLP WOS HDLTex: Hierarchical Deep Learning for Text Classification [link]
NLP Reuters-21578 An analysis of the relative hardness of Reuters‐21578 subsets [link]
NLP RMSC Driven Multi-Label Music Style Classification by Exploiting Style Correlations [link]
NLP GoEmotions GoEmotions: A dataset of fine-grained emotions [link]
CV Sewer-ML Sewer-ML: A Multi-Label Sewer Defect Classification Dataset and Benchmark [link]
CV MS-COCO Microsoft COCO: Common Objects in Context [link]
MM M3ED M3ED: Multi-modal Multi-scene Multi-label Emotional Dialogue Database [link]
NLP BGC Hierarchical Multi-label Classification of Text with Capsule Networks [link]
NLP MIMIC-III MIMIC-III, a freely accessible critical care database [link]

Survey

Year Title Links
2020 The Emerging Trends of Multi-Label Learning [paper]
2020 A Survey on Text Classification: From Shallow to Deep Learning [link]
2019 Survey on Multi-Output Learning [paper]

Toolkit

Year Title Links
2021 PaddleNLP: An Easy-to-use and High Performance NLP Library [repo][code]
2019 NeuralClassifier: An Open-source Neural Hierarchical Multi-label Text Classification Toolkit [paper][code]

Models

Prompt-Based

Cat. Pub. Year Title Links
NLP Arxiv 2022 Knowledge Injected Prompt Based Fine-tuning for Multi-label Few-shot ICD Coding [link]
NLP EMNLP 2022 HPT: Hierarchy-aware Prompt Tuning for Hierarchical Text Classification [paper][code]
NLP NLPCC 2022 Prompt-Based Generative Multi-label Emotion Prediction with Label Contrastive Learning [paper][code]
NLP Springer 2021 Label prompt for multi-label text classification [paper]

PaddleNLP Solution: https://github.com/PaddlePaddle/PaddleNLP/tree/develop/applications/text_classification/multi_label/few-shot

Transformer-Based

Cat. Pub. Year Title Links
CV ICCIT 2023 SynthEnsemble: A Fusion of CNN, Vision Transformer, and Hybrid Models for Multi-Label Chest X-Ray Classification [link] [paper] [preprint]
NLP ACL 2022 Improving Multi-label Malevolence Detection in Dialogues through Multi-faceted Label Correlation Enhancement [link]
NLP ACL 2022 Contrastive Learning-Enhanced Nearest Neighbor Mechanism for Multi-Label Text Classification [link]
MM AAAI 2022 Tailor Versatile Multi-modal Learning for Multi-label Emotion Recognition [paper][code]
NLP ICASSP 2022 Multi-relation Message Passing for Multi-label Text Classification [link]
NLP ECIR 2021 A Multi-Task Approach to Neural Multi-Label Hierarchical Patent Classification using Transformers [paper][code]
CV ICPR 2021 Visual Transformers with Primal Object Queries for Multi-Label Image Classification [link]
NLP Arxiv 2021 Hierarchy Decoder is All You Need To Text Classification [paper]
CV Arxiv 2021 ML-Decoder: Scalable and Versatile Classification Head [link]
CV Arxiv 2021 Query2Label: A Simple Transformer Way to Multi-Label Classification [link]
CV Arxiv 2021 MlTr: Multi-label Classification with Transformer [link]
NLP ICDM 2021 Expert Knowledge-Guided Length-Variant Hierarchical Label Generation for Proposal Classification [paper]
NLP Arxiv 2021 Hierarchy-Aware T5 with Path-Adaptive Mask Mechanism for Hierarchical Text Classification [paper]
CV ICCV 2021 Transformer-based Dual Relation Graph for Multi-label Image Recognition [link]
NLP IJCAI 2021 Correlation-Guided Representation for Multi-Label Text Classification [paper]
NLP ACL Findings 2021 Enhancing Label Correlation Feedback in Multi-Label Text Classification via Multi-Task Learning [link]
CV CVPR 2021 General Multi-Label Image Classification With Transformers [link]
CV AAAI 2021 HOT-VAE: Learning High-Order Label Correlation for Multi-Label Classification via Attention-Based Variational Autoencoders [link]
MM ACM MM 2021 M3TR: Multi-modal Multi-label Recognition with Transformer [paper]

Graph-Based

Cat. Pub. Year Title Links
NLP ACL 2022 Incorporating Hierarchy into Text Encoder: a Contrastive Learning Approach for Hierarchical Text Classification [link]
CV AAAI 2021 Modular Graph Transformer Networks for Multi-Label Image Classification [paper]
NLP ACL-ARR 2021 Multi-Label Text Classification by Graph Neural Network with Mixing Operations [paper]
NLP Arxiv 2021 Heterogeneous Graph Neural Networks for Multi-label Text Classification [paper]
NLP ACL 2021 Hierarchy-aware Label Semantics Matching Network for Hierarchical Text Classification [paper][code]
NLP ACL 2021 Label-Specific Dual Graph Neural Network for Multi-Label Text Classification [paper]
NLP EMNLP 2021 Beyond Text: Incorporating Metadata and Label Structure for Multi-Label Document Classification using Heterogeneous Graphs [paper]
NLP EMNLP 2021 Hierarchical Multi-label Text Classification with Horizontal and Vertical Category Correlations [paper]
NLP WSDM 2020 Beyond Statistical Relations: Integrating Knowledge Relations into Style Correlations for Multi-Label Music Style Classification [paper][code]
NLP ACL 2019 Hierarchy-Aware Global Model for Hierarchical Text Classification [paper][code]
CV CVPR 2019 Multi-Label Image Recognition with Graph Convolutional Networks [link]
CV CVPR 2018 Multi-Label Zero-Shot Learning with Structured Knowledge Graphs [link]

Loss-Based

Cat. Pub. Year Title Links
NLP Arxiv 2022 ZLPR: A Novel Loss for Multi-label Classification [paper][code]
CV Arxiv 2021 Multi-label Classification with Partial Annotations using Class-aware Selective Loss [paper][code]
NLP EMNLP 2021 Balancing Methods for Multi-label Text Classification with Long-Tailed Class Distribution [paper][code]
CV ICCV 2021 Asymmetric Loss For Multi-Label Classification [paper][code]

XMLC

Cat. Pub. Year Title Links
NLP ACL 2022 Evaluating Extreme Hierarchical Multi-label Classification [link]
NLP AAAI 2021 LightXML: Transformer with Dynamic Negative Sampling for High-Performance Extreme Multi-label Text Classification [paper][code]
NLP KDD 2020 Taming Pretrained Transformers for Extreme Multi-label Text Classification [paper][code]
NLP KDD 2020 Correlation Networks for Extreme Multi-label Text Classification [paper]

Partial Multi-Label

Cat. Pub. Year Title Links
CV ICLR 2022 Contrastive Label Disambiguation for Partial Label Learning [link]
CV AAAI 2022 Structured Semantic Transfer for Multi-Label Recognition with Partial Labels [paper][code]
CV AAAI 2022 Semantic-Aware Representation Blending for Multi-Label Image Recognition with Partial Labels [link]
CV CVPR Workshop 2021 PLM: Partial Label Masking for Imbalanced Multi-label Classification [paper]

Few/Zero Shot

Cat. Pub. Year Title Links
NLP KDD 2021 Generalized Zero-Shot Extreme Multi-label Learning [link]
CV CVPR 2021 Multi-Label Learning from Single Positive Labels [paper][code]
NLP NAACL 2021 Improving Pretrained Models for Zero-shot Multi-label Text Classification through Reinforced Label Hierarchy Reasoning [paper][code]
NLP EMNLP 2020 Multi-label Few/Zero-shot Learning with Knowledge Aggregated from Multiple Label Graphs [paper][code]

Others

Cat. Pub. Year Title Links
NLP NAACL 2021 TaxoClass: Hierarchical Multi-Label Text Classification Using Only Class Names [link]
NLP ACL 2021 Concept-Based Label Embedding via Dynamic Routing for Hierarchical Text Classification [paper][code]
NLP IPM 2021 A novel reasoning mechanism for multi-label text classification [paper]
CV Arxiv 2021 Multi-layered Semantic Representation Network for Multi-label Image Classification [paper][code]
NLP EACL 2021 Joint Learning of Hyperbolic Label Embeddings for Hierarchical Multi-label Classification [paper][code]
NLP NAACL 2021 Modeling Diagnostic Label Correlation for Automatic ICD Coding [paper][code]
NLP NAACL 2021 HTCInfoMax: A Global Model for Hierarchical Text Classification via Information Maximization [paper][code]
CV ICCV 2021 Residual Attention: A Simple but Effective Method for Multi-Label Recognition [link]
NLP NLPCC 2020 Label-Wise Document Pre-Training for Multi-Label Text Classification [paper][code]
CV AAAI 2020 Multi-Label Classification with Label Graph Superimposing [link]
NLP IJCNLP 2019 Label-Specific Document Representation for Multi-Label Text Classification [link]
NLP ACL 2018 Joint Embedding of Words and Labels for Text Classification [link]
NLP ICMLA 2017 HDLTex: Hierarchical Deep Learning for Text Classification [link]
NLP NAACL 2016 Improved Neural Network-based Multi-label Classification with Better Initialization Leveraging Label Co-occurrence [paper]

Related Resources

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