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Multi-Label Classification

multilabel graph classification with highest result

Papers

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Showing 251–300 of 1198 papers

TitleStatusHype
Convolutional Neural Networks (CNNs) for power system big data analysisCode0
Multi-label classification: do Hamming loss and subset accuracy really conflict with each other?Code0
Interpreting chest X-rays via CNNs that exploit hierarchical disease dependencies and uncertainty labelsCode0
Item Tagging for Information Retrieval: A Tripartite Graph Neural Network based ApproachCode0
Interpretation of multi-label classification models using shapley valuesCode0
JMA: a General Algorithm to Craft Nearly Optimal Targeted Adversarial ExampleCode0
A Consensual Collaborative Learning Method for Remote Sensing Image Classification Under Noisy Multi-LabelsCode0
Inherently Interpretable Multi-Label Classification Using Class-Specific CounterfactualsCode0
Multi-Label Noise Robust Collaborative Learning for Remote Sensing Image ClassificationCode0
JNLP at SemEval-2025 Task 11: Cross-Lingual Multi-Label Emotion Detection Using Generative ModelsCode0
Learning to diagnose from scratch by exploiting dependencies among labelsCode0
Multi-label Classification via Adaptive Resonance Theory-based ClusteringCode0
A Comparative Study of CNN, ResNet, and Vision Transformers for Multi-Classification of Chest DiseasesCode0
A Novel Online Stacked Ensemble for Multi-Label Stream ClassificationCode0
Incorporating Domain Knowledge Graph into Multimodal Movie Genre Classification with Self-Supervised Attention and Contrastive LearningCode0
CascadeXML: Rethinking Transformers for End-to-end Multi-resolution Training in Extreme Multi-label ClassificationCode0
Improving GBDT Performance on Imbalanced Datasets: An Empirical Study of Class-Balanced Loss FunctionsCode0
Improving Predictions of Tail-end Labels using Concatenated BioMed-Transformers for Long Medical DocumentsCode0
Capacity and Bias of Learned Geometric Embeddings for Directed GraphsCode0
Can Reasoning LLMs Enhance Clinical Document Classification?Code0
Adaptive Hinge Balance Loss for Document-Level Relation ExtractionCode0
AGALE: A Graph-Aware Continual Learning Evaluation FrameworkCode0
A no-regret generalization of hierarchical softmax to extreme multi-label classificationCode0
Imbalanced multi-label classification using multi-task learning with extractive summarizationCode0
Improved Multi-label Classification under Temporal Concept Drift: Rethinking Group-Robust Algorithms in a Label-Wise SettingCode0
IITD at the WANLP 2022 Shared Task: Multilingual Multi-Granularity Network for Propaganda DetectionCode0
Annotating and Detecting Fine-grained Factual Errors for Dialogue SummarizationCode0
IITK at SemEval-2024 Task 4: Hierarchical Embeddings for Detection of Persuasion Techniques in MemesCode0
Adaptive Elastic Training for Sparse Deep Learning on Heterogeneous Multi-GPU ServersCode0
Identifying Incorrect Annotations in Multi-Label Classification DataCode0
Improving Arabic Multi-Label Emotion Classification using Stacked Embeddings and Hybrid Loss FunctionCode0
An Integer Linear Programming Framework for Mining Constraints from DataCode0
Boosting Single Positive Multi-label Classification with Generalized Robust LossCode0
Bonsai -- Diverse and Shallow Trees for Extreme Multi-label ClassificationCode0
Hyperbolic Interaction Model For Hierarchical Multi-Label ClassificationCode0
Holistic Label Correction for Noisy Multi-Label ClassificationCode0
AFiRe: Anatomy-Driven Self-Supervised Learning for Fine-Grained Representation in Radiographic ImagesCode0
Beyond Conventional Transformers: The Medical X-ray Attention (MXA) Block for Improved Multi-Label Diagnosis Using Knowledge DistillationCode0
Hierarchical Multi-label Classification of Text with Capsule NetworksCode0
Hierarchical Multi-Label Classification with Missing Information for Benthic Habitat ImageryCode0
AE-smnsMLC: Multi-Label Classification with Semantic Matching and Negative Label Sampling for Product Attribute Value ExtractionCode0
Hierarchical Forgery Classifier On Multi-modality Face Forgery CluesCode0
HB-net: Holistic bursting cell cluster integrated network for occluded multi-objects recognitionCode0
HFT-CNN: Learning Hierarchical Category Structure for Multi-label Short Text CategorizationCode0
Behavioural Reports of Multi-Stage MalwareCode0
A Comparative Analysis of Noise Reduction Methods in Sentiment Analysis on Noisy Bangla TextsCode0
ICXML: An In-Context Learning Framework for Zero-Shot Extreme Multi-Label ClassificationCode0
Inducing Generalized Multi-Label Rules with Learning Classifier SystemsCode0
Bayes metaclassifier and Soft-confusion-matrix classifier in the task of multi-label classificationCode0
Batch Selection for Multi-Label Classification Guided by Uncertainty and Dynamic Label CorrelationsCode0
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All datasetsCheXpertMS-COCOPASCAL VOC 2007NUS-WIDEChestX-ray14OpenImages-v6PASCAL VOC 2012MLRSNetMRNetMIMIC-CXR

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CFT (ensemble) Macao Polytechnic UniversityAVERAGE AUC ON 14 LABEL0.93—Unverified
2Hierarchical-Learning-V1 (ensemble)AVERAGE AUC ON 14 LABEL0.93—Unverified
3DeepAUC-v1AVERAGE AUC ON 14 LABEL0.93—Unverified
4Conditional-Training-LSRAVERAGE AUC ON 14 LABEL0.93—Unverified
5Hierarchical-Learning-V0 (ensemble)AVERAGE AUC ON 14 LABEL0.93—Unverified
6Conditional-Training-LSR-V1AVERAGE AUC ON 14 LABEL0.93—Unverified
7Hierarchical-Learning-V4 (ensemble)AVERAGE AUC ON 14 LABEL0.93—Unverified
8YWW(ensemble)AVERAGE AUC ON 14 LABEL0.93—Unverified
9Multi-Stage-Learning-CNN-V3 (ensemble)AVERAGE AUC ON 14 LABEL0.93—Unverified
10DeepCNNsGM(ensemble)AVERAGE AUC ON 14 LABEL0.93—Unverified