Meta Relational Learning for Few-Shot Link Prediction in Knowledge Graphs

4 September 2019

Wei Zhang

Huajun Chen

Papers citing "Meta Relational Learning for Few-Shot Link Prediction in Knowledge Graphs"

30 / 30 papers shown

Title
ReCDAP: Relation-Based Conditional Diffusion with Attention Pooling for Few-Shot Knowledge Graph Completion Jeongho Kim Chanyeong Heo Jaehee Jung 36 0 0 12 May 2025
Prompted Meta-Learning for Few-shot Knowledge Graph Completion Han Wu Jie Yin VLM 157 0 0 08 May 2025
PathE: Leveraging Entity-Agnostic Paths for Parameter-Efficient Knowledge Graph Embeddings Ioannis Reklos Jacopo de Berardinis Elena Simperl Albert Meroño-Peñuela 182 0 0 31 Jan 2025
Large Language Model Enhanced Knowledge Representation Learning: A Survey Xin Wang Zirui Chen Haofen Wang Leong Hou U Zhao Li Wenbin Guo KELM 68 3 0 01 Jul 2024
A Survey of Imbalanced Learning on Graphs: Problems, Techniques, and Future Directions Zemin Liu Yuan N. Li Nan-Fang Chen Qian Wang Bryan Hooi Bin He FaML 14 13 0 26 Aug 2023
SARF: Aliasing Relation Assisted Self-Supervised Learning for Few-shot Relation Reasoning Lingyuan Meng K. Liang Bin Xiao Sihang Zhou Yue Liu Meng Liu Xihong Yang Xinwang Liu 27 20 0 20 Apr 2023
Neurosymbolic AI for Reasoning over Knowledge Graphs: A Survey L. Delong Ramon Fernández Mir Jacques D. Fleuriot NAI 31 12 0 14 Feb 2023
Generalizing to Unseen Elements: A Survey on Knowledge Extrapolation for Knowledge Graphs Mingyang Chen Wen Zhang Yuxia Geng Zezhong Xu Jeff Z. Pan Hua-zeng Chen 24 18 0 03 Feb 2023
MetaTKG: Learning Evolutionary Meta-Knowledge for Temporal Knowledge Graph Reasoning Yuwei Xia Mengqi Zhang Qiang Liu Shu Wu Xiaoyu Zhang 26 11 0 02 Feb 2023
Learning to Sample and Aggregate: Few-shot Reasoning over Temporal Knowledge Graphs Ruijie Wang Zheng Li Dachun Sun Shengzhong Liu Jinning Li Bing Yin Tarek F. Abdelzaher OffRL 21 41 0 16 Oct 2022
Few-shot Relational Reasoning via Connection Subgraph Pretraining Qian Huang Hongyu Ren J. Leskovec LRM 35 24 0 13 Oct 2022
Knowledge Is Flat: A Seq2Seq Generative Framework for Various Knowledge Graph Completion Chen Chen Yufei Wang Bing Li Kwok-Yan Lam 28 30 0 15 Sep 2022
The Neural Process Family: Survey, Applications and Perspectives Saurav Jha Dong Gong Xuesong Wang Richard Turner L. Yao BDL 76 24 0 01 Sep 2022
Meta-Learning Based Knowledge Extrapolation for Knowledge Graphs in the Federated Setting Mingyang Chen Wen Zhang Zhen Yao Xian-gan Chen Mengxiao Ding Fei Huang Huajun Chen FedML 23 26 0 10 May 2022
Decomposed Meta-Learning for Few-Shot Named Entity Recognition Tingting Ma Huiqiang Jiang Qianhui Wu T. Zhao Chin-Yew Lin 30 58 0 12 Apr 2022
Learning Relation-Specific Representations for Few-shot Knowledge Graph Completion Yuling Li Kui Yu Yuhong Zhang Xindong Wu 18 3 0 22 Mar 2022
Cross-Domain Few-Shot Graph Classification Kaveh Hassani 18 31 0 20 Jan 2022
Zero-shot and Few-shot Learning with Knowledge Graphs: A Comprehensive Survey Jiaoyan Chen Yuxia Geng Zhuo Chen Jeff Z. Pan Yuan He Wen Zhang Ian Horrocks Hua-zeng Chen 30 43 0 18 Dec 2021
Subgraph-aware Few-Shot Inductive Link Prediction via Meta-Learning Shuangjia Zheng Sijie Mai Ya Sun Haifeng Hu Yuedong Yang 30 21 0 26 Jul 2021
NodePiece: Compositional and Parameter-Efficient Representations of Large Knowledge Graphs Mikhail Galkin E. Denis Jiapeng Wu William L. Hamilton OCL 28 86 0 23 Jun 2021
What Can Knowledge Bring to Machine Learning? -- A Survey of Low-shot Learning for Structured Data Yang Hu Adriane P. Chapman Guihua Wen Dame Wendy Hall 42 24 0 11 Jun 2021
Relational Learning with Gated and Attentive Neighbor Aggregator for Few-Shot Knowledge Graph Completion Guanglin Niu Yang Li Chengguang Tang Ruiying Geng Jian Dai Qiao Liu Hao Wang Jian Sun Fei Huang Luo Si 18 88 0 27 Apr 2021
OntoZSL: Ontology-enhanced Zero-shot Learning Yuxia Geng Jiaoyan Chen Zhuo Chen Jeff Z. Pan Zhiquan Ye Zonggang Yuan Yantao Jia Huajun Chen VLM 36 80 0 15 Feb 2021
FedE: Embedding Knowledge Graphs in Federated Setting Mingyang Chen Wen Zhang Zonggang Yuan Yantao Jia Huajun Chen FedML 16 76 0 24 Oct 2020
Adaptive Attentional Network for Few-Shot Knowledge Graph Completion Shuaiyi Nie Shu Guo Zhenyu Chen Juwei Yue Lihong Wang Tingwen Liu Hongbo Xu 107 114 0 19 Oct 2020
Few-shot link prediction via graph neural networks for Covid-19 drug-repurposing V. Ioannidis Da Zheng George Karypis 10 50 0 20 Jul 2020
Graph Meta Learning via Local Subgraphs Kexin Huang Marinka Zitnik 42 161 0 14 Jun 2020
Learning to Learn to Disambiguate: Meta-Learning for Few-Shot Word Sense Disambiguation Nithin Holla Pushkar Mishra H. Yannakoudakis Ekaterina Shutova 32 28 0 29 Apr 2020
Meta-Graph: Few Shot Link Prediction via Meta Learning A. Bose Ankit Jain Piero Molino William L. Hamilton 30 63 0 20 Dec 2019
Relation Adversarial Network for Low Resource Knowledge Graph Completion Ningyu Zhang Shumin Deng Zhanlin Sun Jiaoayan Chen Wei Zhang Huajun Chen 15 71 0 08 Nov 2019