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Multi-modal Knowledge Graph

Link to A Survey for Multi-modal Knowledge Graphs. Papers integrating Knowledge Graphs (KGs) and Multi-Modal Learning, focusing on research in two principal aspects: KG-driven Multi-Modal (KG4MM) learning, where KGs support multi-modal tasks, and Multi-Modal Knowledge Graph (MM4KG), which extends KG studies into the MMKG realm.

Papers

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Showing 1–26 of 26 papers

TitleStatusHype
DO-RAG: A Domain-Specific QA Framework Using Knowledge Graph-Enhanced Retrieval-Augmented GenerationCode0
Multi-modal Knowledge Graph Generation with Semantics-enriched Prompts—0
A Zero-shot Learning Method Based on Large Language Models for Multi-modal Knowledge Graph Embedding—0
VHAKG: A Multi-modal Knowledge Graph Based on Synchronized Multi-view Videos of Daily ActivitiesCode0
MMPKUBase: A Comprehensive and High-quality Chinese Multi-modal Knowledge Graph—0
Multiple Heads are Better than One: Mixture of Modality Knowledge Experts for Entity Representation LearningCode1
Tokenization, Fusion, and Augmentation: Towards Fine-grained Multi-modal Entity RepresentationCode3
VLKEB: A Large Vision-Language Model Knowledge Editing BenchmarkCode2
Noise-powered Multi-modal Knowledge Graph Representation FrameworkCode1
Unleashing the Power of Imbalanced Modality Information for Multi-modal Knowledge Graph CompletionCode1
Knowledge Graphs Meet Multi-Modal Learning: A Comprehensive SurveyCode3
Towards Semantic Consistency: Dirichlet Energy Driven Robust Multi-Modal Entity AlignmentCode1
Multi-Modal Knowledge Graph Transformer Framework for Multi-Modal Entity AlignmentCode0
MACO: A Modality Adversarial and Contrastive Framework for Modality-missing Multi-modal Knowledge Graph CompletionCode0
AspectMMKG: A Multi-modal Knowledge Graph with Aspect-aware EntitiesCode0
RECipe: Does a Multi-Modal Recipe Knowledge Graph Fit a Multi-Purpose Recommendation System?—0
Do as I can, not as I get—0
Modality-Aware Negative Sampling for Multi-modal Knowledge Graph EmbeddingCode0
Vision, Deduction and Alignment: An Empirical Study on Multi-modal Knowledge Graph Alignment—0
MMKGR: Multi-hop Multi-modal Knowledge Graph Reasoning—0
Multi-modal Siamese Network for Entity AlignmentCode1
LingYi: Medical Conversational Question Answering System based on Multi-modal Knowledge GraphsCode1
Multi-Modal Knowledge Graph Construction and Application: A Survey—0
AliMe MKG: A Multi-modal Knowledge Graph for Live-streaming E-commerce—0
Boosting Entity-aware Image Captioning with Multi-modal Knowledge Graph—0
A Relational-learning Perspective to Multi-label Chest X-ray Classification—0
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