Partial-Multi-Label-Learning

A curated list of resources for Partial-Multi-Label-Learning

Papers & Code

2018&2019

Title	Venue	Year	Code
Partial Multi-Label Learning	AAAI	2018	-
Feature-induced Partial Multi-label Learning	ICDM	2018	-
Discriminative and Correlative Partial Multi-Label Learning	IJCAI	2019	-
Partial Multi-Label Learning by Low-Rank and Sparse Decomposition	AAAI	2019	-
Discriminatively relabel for partial multi-label learning	ICDM	2019	-

2020

Title	Venue	Year	Code
Partial Multi-Label Learning with Label Distribution	AAAI	2020	Code
Partial Multi-Label Learning via Probabilistic Graph Matching Mechanism	KDD	2020	Code
Partial Multi-Label Learning via Multi-Subspace Representation	IJCAI	2020	Code
Multi-View Partial Multi-label Learning with Graph-based Disambiguation	AAAI	2020	Code
Partial Multi-label Learning using Label Compression	ICDM	2020	-
Recovering Accurate Labeling Information from Partially Valid Data for Effective Multi-Label Learning	IJCAI	2020	-
Semi-Supervised Partial Multi-Label Learning	ICDM	2020	-
Partial Multi-label Learning with Label and Feature Collaboration	DASFAA	2020	-

2021

Title	Venue	Year	Code
Adversarial Partial Multi-Label Learning with Label Disambiguation	AAAI	2021	-
Partial Multi-Label Learning via Credible Label Elicitation	TPAMI	2021	Code
Progressive Enhancement of Label Distributions for Partial Multilabel Learning	TNNLS	2021	-
Understanding Partial Multi-label Learning via Mutual Information	NeurIPS	2021	-
Semi-supervised partial multi-label classification with low-rank and manifold constraints	PRL	2021	-
Noisy label tolerance: A new perspective of Partial Multi-Label Learning	IS	2021	-
Partial multi-label learning with noisy side information	KIS	2021	-
Partial multi-label learning with mutual teaching	KBS	2021	-
Partial Multi-Label Learning with Meta Disambiguation	KDD	2021	-
Partial Multi-Label Optimal Margin Distribution Machine	IJCAI	2021	-

2022

Title	Venue	Year	Code
Partial multi-label learning via specific label disambiguation	KBS	2022	-
Graph-based Multi-view Partial Multi-label Learning	PAAP	2022	-
Partial multi-label learning based on sparse asymmetric label correlations	KBS	2022	-
Partial Multi-Label Feature Selection	IJCNN	2022	-
Global-Local Label Correlation for Partial Multi-Label Learning	TMM	2022	-
Partial Multi-Label Learning With Noisy Label Identification	TPAMI	2022	Code
CCMN: A General Framework for Learning With Class-Conditional Multi-Label Noise	TPAMI	2022	Code
Semi-supervised partial multi-label classification via consistency learning	PR	2022	-
Partial Multi-Label Learning via Large Margin Nearest Neighbour Embeddings	AAAI	2022	-
A Deep Model for Partial Multi-label Image Classification with Curriculum Based Disambiguation	MIR	2022	Code

2023

Title	Venue	Year	Code
Landmark-based Partial Multi-label Learning with Noise Processing	IJCNN	2023	-
Learning Accurate Label-Specific Features From Partially Multilabeled Data	TNNLS	2023	-
Learning with partial multi-labeled data by leveraging low-rank constraint and decomposition	AI	2023	-
Towards Enabling Binary Decomposition for Partial Multi-Label Learning	TPAMI	2023	Code
Dual Noise Elimination And Dynamic Label Correlation Guided Partial Multi-label Learning	TMM	2023	-
Multi-View Partial Multi-Label Learning via Graph-Fusion-Based Label Enhancement	TKDE	2023	-
ProPML: Probability Partial Multi-label Learning	DSAA	2023	Code
Prior Knowledge Regularized Self-Representation Model for Partial Multilabel Learning	TCYB	2023	-
Partial Multi-Label Learning with Probabilistic Graphical Disambiguation	NeurIPS	2023	Code
Partial multi-label feature selection via subspace optimization	IS	2023	-
Partial multi-label learning: exploration of binary ground-truth labels	ICME	2023	-
Partial multi-label learning via three-way decision-based tri-training	KBS	2023	-
Learning Reliable Representations for Incomplete Multi-View Partial Multi-Label Classification	Arxiv	2023	-
Deep Partial Multi-Label Learning with Graph Disambiguation	IJCAI	2023	Code
Partial Multilabel Learning Using Fuzzy Neighborhood-Based Ball Clustering and Kernel Extreme Learning Machine	TFUZZ	2023	-

2024

Title	Venue	Year	Code
A two-stage multi-view partial multi-label learning for enhanced disambiguation	KBS	2024	-
Partial multi-label learning via semi-supervised subspace collaboration	KBS	2024	-
Partial multi-label learning via robust feature selection and relevance fusion optimization	KBS	2024	-
Learning shared and non-redundant label-specific features for partial multi-label classification	IS	2024	Code
Multi-scale locality preserving projection for partial multi-view incomplete multi-label learning	NN	2024	-
PML-ED: A method of partial multi-label learning by using encoder-decoder framework and exploring label correlation	IS	2024	-
Partial Multilabel Learning Using Noise-Tolerant Broad Learning System With Label Enhancement and Dimensionality Reduction	TNNLS	2024	Code
Few-shot partial multi-label learning with synthetic features network	KIS	2024	-
Negative Label and Noise Information Guided Disambiguation for Partial Multi-Label Learning	TMM	2024	Code
Noisy Label Removal for Partial Multi-Label Learning	KDD	2024	Code
Multi-source partial multi-label learning via tensor decomposition and nonconvex regularization	IF	2024	-
Partial Multi-label Learning Based On Near-Far Neighborhood Label Enhancement And Nonlinear Guidance	ACM MM	2024	Code
Partial multi-label feature selection via low-rank and sparse factorization with manifold learning	KBS	2024	-
Attention-Induced Embedding Imputation for Incomplete Multi-View Partial Multi-Label Classification	AAAI	2024	-
WPML3CP: Wasserstein Partial Multi-Label Learning with Dual Label Correlation Perspectives	IJCAI	2024
UNM: A Universal Approach for Noisy Multi-Label Learning	TKDE	2024	Code
Partial Multi-View Multi-Label Classification via Semantic Invariance Learning and Prototype Modeling	ICML	2024	-
Partial Multi-Label Learning via Exploiting Instance and Label Correlations	TKDD	2024	-
Label Disambiguation-Based Feature Selection for Partial Multi-label Learning	ICPR	2024	-

2025

Title	Venue	Year	Code
Fuzzy Bifocal Disambiguation for Partial Multi-label Learning	NN	2025	-
Task-augmented Cross-view Imputation Network for Partial Multi-view Incomplete Multi-label Classification	NN	2025	-
Partial Multi-label Learning via Label-specific Feature Corrections	SCIS	2025	Code
Partial Multi-label Feature Selection with Feature Noise	PR	2025	Code
Integrating Label Confidence-based Feature Selection for Partial Multi-label Learning	PR	2025	-
Partial Multi-label Feature Selection Based on Label Distribution Learning	PR	2025	-
Partial Multi-label Learning with Label and Classifier Correlations	IS	2025	-
Few-shot partial multi-label learning with credible non-candidate label	IS	2025	-
Calibrated Disambiguation for Partial Multi-label Learning	AAAI	2025	Code
Reconsidering Feature Structure Information and Latent Space Alignment in Partial Multi-label Feature Selection	AAAI	2025	-
Revisiting Sparsity Constraint Under High-Rank Property in Partial Multi-Label Learning	arXiv	2025	Code
Partial Multi-View Incomplete Multi-Label Learning Network with Quality-Aware Representation Fusion	TCSVT	2025	Code
Partial Multi-Label Learning via K-means Graph Transformer	KBS	2025	-
Partial Multilabel Learning via Dynamic Fuzzy Aggregations of Multigranularity Features	TFUZZ	2025	-
Noise-Resistant Label Reconstruction Feature Selection for Partial Multi-Label Learning	IJCAI	2025	-
Pseudo-Label Reconstruction for Partial Multi-Label Learning	IJCAI	2025	-
Exploring Partial Multi-Label Learning via Integrating Semantic Co-occurrence Knowledge	arXiv	2025	Code
Correlation-Induced Negative Suppression Disambiguation Loss for Partial Multi-label Image Classification	TCSVT	2025	Code
Multi-View Partial Multi-Label Learning via Class Activation Specific Features Collaborative Learning	TETC	2025	-
Confidence-Aware With Prototype Alignment for Partial Multi-label Learning/supp.	NeurIPS	2025	-

2026

Title	Venue	Year	Code
Learning embedded label-specific features for partial multi-label learning	PR	2026	-
Non-aligned multi-view partial multi-label learning via factor group-sparse regularization	Neurocomputing	2026	-
Partial Multiview Incomplete Multilabel Learning via Uncertainty-Driven Reliable Dynamic Fusion	TPAMI	2026	Code
Partial multi-label learning with guided feature tree and high-order label graph	ESWA	2026	-
From Ambiguity to Action: A POMDP Perspective on Partial Multi-Label Ambiguity and Its Horizon-One Resolution	arXiv	2026	-
Dual-space guided global-local disambiguation for partial multi-label feature selection	Neurocomputing	2026	-
FastGRAIL: Anchor-Graph-based Fast Adaptive Partial Multi-Label Learning with Label Correlations	PR	2026	-
Dual Label Association Recovery for Partial Multi-Label Learning	TMM	2026	-
Correlative Fusion-based Multi-instance Partial Multi-label Learning	TMM	2026	-
Partial multi-label feature selection via dual-space combination and disambiguation strategy fusion	PR	2026	-
Partial Multi-Label Learning with Discriminative Feature Subspace and Dynamic Label Correlation	PR	2026	-
Contrastive flow with controllable augmentation for partial multi-label learning	PR	2026	-