Resource List by category
| Year | Author | Conf. | Title | Links |
|---|---|---|---|---|
| 2015.11 | Zhu et al. | arXiv | Building a Large-scale Multimodal Knowledge Base System for Answering Visual Queries | [pdf] [repo] |
| 2018.01 | Saha et al. | AAAI'18 | Towards Building Large Scale Multimodal Domain-Aware Conversation Systems | [pdf] [repo] |
| 2018.06 | Mousselly-Sergieh et al. | SEM'18 | A Multimodal Translation-Based Approach for Knowledge Graph Representation Learning | [pdf] [repo] |
| 2018.11 | Pezeshkpour et al. | EMNLP'18 | Embedding Multimodal Relational Data for Knowledge Base Completion | [pdf] [repo] |
| 2019.03 | Liu et al. | ESWC'19 | MMKG: Multi-Modal Knowledge Graphs | [pdf] [repo] |
| 2019.05 | Rubio et al. | AKBC'19 | Answering Visual-Relational Queries in Web-Extracted Knowledge Graphs | [pdf] [repo] |
| 2019.06 | Wang et al. | IJCNN'19 | Multimodal Data Enhanced Representation Learning for Knowledge Graphs | [pdf] [repo] |
| 2019.10 | Zhang et al. | ACM-MM'19 | Multi-modal Knowledge-aware Hierarchical Attention Network for Explainable Medical Question Answering | [pdf] [repo] |
| Year | Author | Conf. | Title | Links |
|---|---|---|---|---|
| 2009.08 | Mintz et al. | ACL'09 | Distant Supervision for Relation Extraction without Labeled Data | [pdf] [repo] |
| 2015.08 | Zeng et al. | EMNLP'15 | Distance Supervision for Relation Extraction via Piecewise Convolutional Neural Networks | [pdf] [repo] |
| 2016.08 | Lin et al. | ACL'16 | Neural Relation Extraction with Selective Attention over Instances | [pdf] [repo] |
| Year | Author | Conf. | Title | Links |
|---|---|---|---|---|
| 2016.03 | Vendrov et al. | ICLR'16 | Order-Embeddings of Image and Language | [pdf] [repo] [github] |
| 2020.01 | Park et al. | WACV'20 | MHSAN: Multi-Head Self-Attention Network for Visual Semantic Embedding | [pdf] [repo] |
| Author | Conf. / Uni | Title | Links |
|---|---|---|---|
| Shih-Fu Chang | CVPR'19 & Uni. Columbia | Multimodal Knowledge Graphs: Automatic Extraction & Applications | [pdf] [repo] |
| Dihong Gong | Uni. Florida | Towards Building Large-Scale Multimodal Knowledge Bases | [pdf] [repo] |
| Elias Karle & Umutcan Simsek | Uni Innsbruck | How To Build a Knowledge Graph | [pdf] [repo] |
| Jay Pujara & Sameer Singh | WSDM‘18 | Mining Knowledge Graphs from Text | [pdf] [repo1] [repo2A] [repo2B] [repo3] [repo4] [repo5] |