One-Shot Relational Learning for Knowledge Graphs

27 August 2018

Papers citing "One-Shot Relational Learning for Knowledge Graphs"

49 / 49 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 208 0 0 08 May 2025
GraphPrompter: Multi-stage Adaptive Prompt Optimization for Graph In-Context Learning Rui Lv Zhenru Zhang Kai Zhang Qi Liu Weibo Gao Jing Liu Jiaxia Yan Linan Yue Fangzhou Yao 196 0 0 04 May 2025
PathE: Leveraging Entity-Agnostic Paths for Parameter-Efficient Knowledge Graph Embeddings Ioannis Reklos Jacopo de Berardinis Elena Simperl Albert Meroño-Peñuela 221 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
Contextualization Distillation from Large Language Model for Knowledge Graph Completion Dawei Li Zhen Tan Tianlong Chen Huan Liu KELM 25 12 0 28 Jan 2024
Chain of History: Learning and Forecasting with LLMs for Temporal Knowledge Graph Completion Ruilin Luo Tianle Gu Haoling Li Junzhe Li Zicheng Lin Jiayi Li Yujiu Yang AI4CE 36 8 0 11 Jan 2024
On the Evolution of Knowledge Graphs: A Survey and Perspective Xuhui Jiang Chengjin Xu Yinghan Shen Xun Sun Lumingyuan Tang Sai Wang Zhongwu Chen Yuanzhuo Wang Jian Guo 30 8 0 07 Oct 2023
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
Self-Distillation with Meta Learning for Knowledge Graph Completion Yunshui Li Junhao Liu Chengming Li Min Yang 29 5 0 20 May 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
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 32 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 23 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
Hierarchical Relational Learning for Few-Shot Knowledge Graph Completion Han Wu Jie Yin B. Rajaratnam Jianyuan Guo 24 8 0 02 Sep 2022
Task-Adaptive Few-shot Node Classification Song Wang Kaize Ding Chuxu Zhang Chen Chen Jundong Li OffRL 36 48 0 23 Jun 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 31 26 0 10 May 2022
FAITH: Few-Shot Graph Classification with Hierarchical Task Graphs Song Wang Yushun Dong Xiao Huang Chen Chen Jundong Li 28 23 0 05 May 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
Few-Shot Learning on Graphs Chuxu Zhang Kaize Ding Jundong Li Xiangliang Zhang Yanfang Ye Nitesh V. Chawla Huan Liu 30 18 0 17 Mar 2022
Cross-Domain Few-Shot Graph Classification Kaveh Hassani 20 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
Meta-Knowledge Transfer for Inductive Knowledge Graph Embedding Mingyang Chen Wen Zhang Yushan Zhu Hongting Zhou Zonggang Yuan Changliang Xu Hua-zeng Chen 27 56 0 27 Oct 2021
From LSAT: The Progress and Challenges of Complex Reasoning Siyuan Wang Zhongkun Liu Wanjun Zhong Ming Zhou Zhongyu Wei Zhumin Chen Nan Duan ELM 30 43 0 02 Aug 2021
Subgraph-aware Few-Shot Inductive Link Prediction via Meta-Learning Shuangjia Zheng Sijie Mai Ya Sun Haifeng Hu Yuedong Yang 38 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 33 88 0 27 Apr 2021
Typing Errors in Factual Knowledge Graphs: Severity and Possible Ways Out Peiran Yao Denilson Barbosa 37 6 0 03 Feb 2021
Adaptive Attentional Network for Few-Shot Knowledge Graph Completion Shuaiyi Nie Shu Guo Zhenyu Chen Juwei Yue Lihong Wang Tingwen Liu Hongbo Xu 120 114 0 19 Oct 2020
Neural, Symbolic and Neural-Symbolic Reasoning on Knowledge Graphs Jing Zhang Bo Chen Lingxi Zhang Xirui Ke Haipeng Ding NAI 40 3 0 12 Oct 2020
Visual Pivoting for (Unsupervised) Entity Alignment Fangyu Liu Muhao Chen Dan Roth Nigel Collier OCL 21 117 0 28 Sep 2020
Graph Meta Learning via Local Subgraphs Kexin Huang Marinka Zitnik 42 161 0 14 Jun 2020
Learning to Extrapolate Knowledge: Transductive Few-shot Out-of-Graph Link Prediction Jinheon Baek Dong Bok Lee Sung Ju Hwang 19 87 0 11 Jun 2020
Efficient Probabilistic Logic Reasoning with Graph Neural Networks Yuyu Zhang Xinshi Chen Yu’an Yang Arun Ramamurthy Bo-wen Li Yuan Qi Le Song AI4CE 17 111 0 29 Jan 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
Tackling Long-Tailed Relations and Uncommon Entities in Knowledge Graph Completion Zihao Wang K. Lai Piji Li Lidong Bing W. Lam 19 32 0 25 Sep 2019
Meta Relational Learning for Few-Shot Link Prediction in Knowledge Graphs Mingyang Chen Wen Zhang Wei Zhang Qiang Chen Huajun Chen KELM 21 185 0 04 Sep 2019
Meta Reasoning over Knowledge Graphs Hong Wang Wenhan Xiong Mo Yu Xiaoxiao Guo Shiyu Chang William Yang Wang ReLM LRM 42 8 0 13 Aug 2019
Few-Shot Representation Learning for Out-Of-Vocabulary Words Ziniu Hu Ting-Li Chen Kai-Wei Chang Yizhou Sun 24 76 0 01 Jul 2019
Multi-Level Matching and Aggregation Network for Few-Shot Relation Classification Zhiquan Ye Zhenhua Ling 27 134 0 16 Jun 2019
Sequential Scenario-Specific Meta Learner for Online Recommendation Zhengxiao Du Xiaowei Wang Hongxia Yang Jingren Zhou Jie Tang OffRL LRM CLL 33 115 0 02 Jun 2019
Cross-lingual Knowledge Graph Alignment via Graph Matching Neural Network Kun Xu Liwei Wang Mo Yu Yansong Feng Yan Song Zhiguo Wang Dong Yu 8 235 0 28 May 2019
AliGraph: A Comprehensive Graph Neural Network Platform Rong Zhu Kun Zhao Hongxia Yang Wei Lin Chang Zhou Baole Ai Yong Li Jingren Zhou GNN 24 386 0 23 Feb 2019
Logic Attention Based Neighborhood Aggregation for Inductive Knowledge Graph Embedding Peifeng Wang Jialong Han Chenliang Li Rong Pan NAI GNN 17 156 0 04 Nov 2018
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 428 11,715 0 09 Mar 2017