{"url":"/task/multi-modal-knowledge-graph","name":"Multi-modal Knowledge Graph","slug":"multi-modal-knowledge-graph","description_markdown":"[Link to A Survey for Multi-modal Knowledge Graphs.](https://github.com/zjukg/KG-MM-Survey)\r\nPapers 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.","categories":[{"name":"Knowledge Base","url":"/area/knowledge-base"}],"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","slug_source":"archive_url"},"counts":{"papers_tagged":26,"papers_with_code":15,"benchmarks":0,"benchmark_tables_in_archive":0,"benchmark_tables_shown":0,"benchmark_tables_withheld_as_spam":0,"benchmark_definition":"a leaderboard table with at least one row; benchmark_tables_shown also counts the zero-row tables; benchmark_tables_in_archive adds the tables withheld as spam","datasets":2,"subtasks":0,"parent_tasks":0},"benchmarks":[],"datasets":[{"url":"/dataset/mmkg","name":"MMKG","full_name":"","num_papers_in_archive":49},{"url":"/dataset/virtualhome2kg","name":"VirtualHome2KG","full_name":"","num_papers_in_archive":4}],"subtasks":[],"parent_tasks":[],"papers":{"order":"repositories listed in the archive (desc), then date (desc); the archive holds no stars","population":"papers tagged with this task that list at least one repository in the archive","shown":15,"of":15,"tagged_in_all":26,"items":[{"url":"/paper/knowledge-graphs-meet-multi-modal-learning-a","title":"Knowledge Graphs Meet Multi-Modal Learning: A Comprehensive Survey","date":"2024-02-08","arxiv_id":"2402.05391","repositories_listed":6,"syntology":{"n":18,"n_ran":9,"n_unverified":9,"n_pointer_only":0}},{"url":"/paper/vhakg-a-multi-modal-knowledge-graph-based-on","title":"VHAKG: A Multi-modal Knowledge Graph Based on Synchronized Multi-view Videos of Daily Activities","date":"2024-08-27","arxiv_id":"2408.14895","repositories_listed":2,"syntology":null},{"url":"/paper/mygo-discrete-modality-information-as-fine","title":"Tokenization, Fusion, and Augmentation: Towards Fine-grained Multi-modal Entity Representation","date":"2024-04-15","arxiv_id":"2404.09468","repositories_listed":2,"syntology":null},{"url":"/paper/do-rag-a-domain-specific-qa-framework-using","title":"DO-RAG: A Domain-Specific QA Framework Using Knowledge Graph-Enhanced Retrieval-Augmented Generation","date":"2025-05-15","arxiv_id":null,"repositories_listed":1,"syntology":null},{"url":"/paper/mixture-of-modality-knowledge-experts-for","title":"Multiple Heads are Better than One: Mixture of Modality Knowledge Experts for Entity Representation Learning","date":"2024-05-27","arxiv_id":"2405.16869","repositories_listed":1,"syntology":{"n":8,"n_ran":6,"n_unverified":2,"n_pointer_only":8}},{"url":"/paper/kebench-a-benchmark-on-knowledge-editing-for","title":"VLKEB: A Large Vision-Language Model Knowledge Editing Benchmark","date":"2024-03-12","arxiv_id":"2403.07350","repositories_listed":1,"syntology":{"n":25,"n_ran":20,"n_unverified":5,"n_pointer_only":0}},{"url":"/paper/the-power-of-noise-toward-a-unified-multi","title":"Noise-powered Multi-modal Knowledge Graph Representation Framework","date":"2024-03-11","arxiv_id":"2403.06832","repositories_listed":1,"syntology":null},{"url":"/paper/unleashing-the-power-of-imbalanced-modality","title":"Unleashing the Power of Imbalanced Modality Information for Multi-modal Knowledge Graph Completion","date":"2024-02-22","arxiv_id":"2402.15444","repositories_listed":1,"syntology":null},{"url":"/paper/towards-semantic-consistency-dirichlet-energy","title":"Towards Semantic Consistency: Dirichlet Energy Driven Robust Multi-Modal Entity Alignment","date":"2024-01-31","arxiv_id":"2401.17859","repositories_listed":1,"syntology":null},{"url":"/paper/multi-modal-knowledge-graph-transformer","title":"Multi-Modal Knowledge Graph Transformer Framework for Multi-Modal Entity Alignment","date":"2023-10-10","arxiv_id":"2310.06365","repositories_listed":1,"syntology":null},{"url":"/paper/maco-a-modality-adversarial-and-contrastive","title":"MACO: A Modality Adversarial and Contrastive Framework for Modality-missing Multi-modal Knowledge Graph Completion","date":"2023-08-13","arxiv_id":"2308.06696","repositories_listed":1,"syntology":null},{"url":"/paper/aspectmmkg-a-multi-modal-knowledge-graph-with","title":"AspectMMKG: A Multi-modal Knowledge Graph with Aspect-aware Entities","date":"2023-08-09","arxiv_id":"2308.04992","repositories_listed":1,"syntology":null},{"url":"/paper/modality-aware-negative-sampling-for-multi","title":"Modality-Aware Negative Sampling for Multi-modal Knowledge Graph Embedding","date":"2023-04-23","arxiv_id":"2304.11618","repositories_listed":1,"syntology":null},{"url":"/paper/multi-modal-siamese-network-for-entity","title":"Multi-modal Siamese Network for Entity Alignment","date":"2022-08-14","arxiv_id":null,"repositories_listed":1,"syntology":null},{"url":"/paper/lingyi-medical-conversational-question","title":"LingYi: Medical Conversational Question Answering System based on Multi-modal Knowledge Graphs","date":"2022-04-20","arxiv_id":"2204.09220","repositories_listed":1,"syntology":null}],"syntology_records":3,"syntology_note":"a paper without a record is not a recorded non-run: it may lack an arXiv id or simply be absent from the graph layer"},"description_links":{"kept":0,"unwrapped_to_text":0,"bare_urls_linked":0,"relative_images_dropped":0,"rule":"internal links are kept only when the target slug exists in the catalog"},"syntology":{"read_at":"2026-09-24T18:15:14+00:00","claim":"Per-sample execution status on synthesized fixtures ('ran N of M samples'); not a correctness claim and not a ranking signal.","status_vocabulary":{"ran_honours":"ran, honoured the contract we drafted","ran_violates":"ran, violated the contract we drafted","ran_draft_wrong":"ran; our contract draft was wrong, not the code","ran_fixture":"ran; our fixture could not drive it","ran":"ran on a synthesized input","unverified":"unverified (harvested, no recorded run)"}},"not_shown":{"libraries":"the archive has no per-task library table","trend_sparklines":"the Trend column of the benchmarks table was a rendered image; it is not in the archive","social_and_latest_sorts":"stars and social signals are not in the archive"}}