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Adapting Meta Knowledge Graph Information for Multi-Hop Reasoning over
  Few-Shot Relations

Adapting Meta Knowledge Graph Information for Multi-Hop Reasoning over Few-Shot Relations

Conference on Empirical Methods in Natural Language Processing (EMNLP), 2019
30 August 2019
Xin Lv
Yuxian Gu
Xu Han
Lei Hou
Juan-Zi Li
Zhiyuan Liu
    LRM
ArXiv (abs)PDFHTML

Papers citing "Adapting Meta Knowledge Graph Information for Multi-Hop Reasoning over Few-Shot Relations"

42 / 42 papers shown
A Survey of Task-Oriented Knowledge Graph Reasoning: Status, Applications, and Prospects
A Survey of Task-Oriented Knowledge Graph Reasoning: Status, Applications, and Prospects
Guanglin Niu
Bo Li
Yangguang Lin
LRM
327
2
0
27 Apr 2025
PathE: Leveraging Entity-Agnostic Paths for Parameter-Efficient Knowledge Graph Embeddings
PathE: Leveraging Entity-Agnostic Paths for Parameter-Efficient Knowledge Graph Embeddings
Ioannis Reklos
Jacopo de Berardinis
Elena Simperl
Albert Meroño-Peñuela
946
0
0
31 Jan 2025
Few-shot Knowledge Graph Relational Reasoning via Subgraph Adaptation
Few-shot Knowledge Graph Relational Reasoning via Subgraph Adaptation
Haochen Liu
Song Wang
Chen Chen
Jundong Li
260
6
0
19 Jun 2024
FlowWalker: A Memory-efficient and High-performance GPU-based Dynamic
  Graph Random Walk Framework
FlowWalker: A Memory-efficient and High-performance GPU-based Dynamic Graph Random Walk Framework
Jun-Hua Mei
Shixuan Sun
Chao Li
Cheng Xu
Cheng Chen
...
Cheng Zhao
Xiao-Ke Hou
Minyi Guo
Bingsheng He
Xiaoliang Cong
359
8
0
12 Apr 2024
Few-shot Learning on Heterogeneous Graphs: Challenges, Progress, and
  Prospects
Few-shot Learning on Heterogeneous Graphs: Challenges, Progress, and Prospects
Pengfei Ding
Yan Wang
Guanfeng Liu
234
1
0
10 Mar 2024
Uncertainty-Aware Relational Graph Neural Network for Few-Shot Knowledge
  Graph Completion
Uncertainty-Aware Relational Graph Neural Network for Few-Shot Knowledge Graph Completion
Qian Li
Shu Guo
Yingjia Chen
Cheng Ji
Shuaiyi Nie
Jianxin Li
341
5
0
07 Mar 2024
Beyond Transduction: A Survey on Inductive, Few Shot, and Zero Shot Link
  Prediction in Knowledge Graphs
Beyond Transduction: A Survey on Inductive, Few Shot, and Zero Shot Link Prediction in Knowledge Graphs
Nicolas Hubert
Pierre Monnin
Heiko Paulheim
311
5
0
08 Dec 2023
On the Evolution of Knowledge Graphs: A Survey and Perspective
On the Evolution of Knowledge Graphs: A Survey and Perspective
Xuhui Jiang
Chengjin Xu
Yinghan Shen
Xun Sun
Lumingyuan Tang
Saizhuo Wang
Zhongwu Chen
Yuanzhuo Wang
Jian Guo
650
26
0
07 Oct 2023
A Survey of Imbalanced Learning on Graphs: Problems, Techniques, and
  Future Directions
A Survey of Imbalanced Learning on Graphs: Problems, Techniques, and Future DirectionsIEEE Transactions on Knowledge and Data Engineering (TKDE), 2023
Zemin Liu
Yuan N. Li
Nan-Fang Chen
Qian Wang
Bryan Hooi
Bin He
FaML
289
33
0
26 Aug 2023
Simple Rule Injection for ComplEx Embeddings
Simple Rule Injection for ComplEx Embeddings
Haodi Ma
Anthony Colas
Yuejie Wang
A. Sadeghian
D. Wang
NAI
267
0
0
07 Aug 2023
SARF: Aliasing Relation Assisted Self-Supervised Learning for Few-shot
  Relation Reasoning
SARF: Aliasing Relation Assisted Self-Supervised Learning for Few-shot Relation ReasoningIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2023
Lingyuan Meng
K. Liang
Bin Xiao
Sihang Zhou
Yue Liu
Meng Liu
Xihong Yang
Xinwang Liu
270
24
0
20 Apr 2023
Double Equivariance for Inductive Link Prediction for Both New Nodes and
  New Relation Types
Double Equivariance for Inductive Link Prediction for Both New Nodes and New Relation Types
Jianfei Gao
Yangze Zhou
Jincheng Zhou
Bruno Ribeiro
801
20
0
02 Feb 2023
A Survey On Few-shot Knowledge Graph Completion with Structural and
  Commonsense Knowledge
A Survey On Few-shot Knowledge Graph Completion with Structural and Commonsense Knowledge
Haodi Ma
D. Wang
333
11
0
03 Jan 2023
Answering Complex Logical Queries on Knowledge Graphs via Query
  Computation Tree Optimization
Answering Complex Logical Queries on Knowledge Graphs via Query Computation Tree OptimizationInternational Conference on Machine Learning (ICML), 2022
Yushi Bai
Xin Lv
Juanzi Li
Lei Hou
276
47
0
19 Dec 2022
Few-shot Relational Reasoning via Connection Subgraph Pretraining
Few-shot Relational Reasoning via Connection Subgraph PretrainingNeural Information Processing Systems (NeurIPS), 2022
Qian Huang
Hongyu Ren
J. Leskovec
LRM
281
35
0
13 Oct 2022
A Decade of Knowledge Graphs in Natural Language Processing: A Survey
A Decade of Knowledge Graphs in Natural Language Processing: A Survey
Phillip Schneider
Tim Schopf
Juraj Vladika
Mikhail Galkin
Elena Simperl
Florian Matthes
379
84
0
30 Sep 2022
Contrastive Graph Few-Shot Learning
Contrastive Graph Few-Shot Learning
Chunhui Zhang
Hongfu Liu
Jundong Li
Yanfang Ye
Chuxu Zhang
293
1
0
30 Sep 2022
MMKGR: Multi-hop Multi-modal Knowledge Graph Reasoning
MMKGR: Multi-hop Multi-modal Knowledge Graph ReasoningIEEE International Conference on Data Engineering (ICDE), 2022
Shangfei Zheng
Weiqing Wang
Jianfeng Qu
Hongzhi Yin
Wei Chen
Lei Zhao
LRM
344
37
0
03 Sep 2022
Inductive Knowledge Graph Reasoning for Multi-batch Emerging Entities
Inductive Knowledge Graph Reasoning for Multi-batch Emerging EntitiesInternational Conference on Information and Knowledge Management (CIKM), 2022
Yuanning Cui
Yuxin Wang
Zequn Sun
Wenqiang Liu
Yiqiao Jiang
Kexin Han
Wei Hu
LRM
359
17
0
22 Aug 2022
Few-shot Named Entity Recognition with Entity-level Prototypical Network
  Enhanced by Dispersedly Distributed Prototypes
Few-shot Named Entity Recognition with Entity-level Prototypical Network Enhanced by Dispersedly Distributed PrototypesInternational Conference on Computational Linguistics (COLING), 2022
Shezheng Song
Shasha Li
Shaoduo Gan
Jie Yu
Jun Ma
Bin Ji
188
39
0
17 Aug 2022
Metric Based Few-Shot Graph Classification
Metric Based Few-Shot Graph ClassificationLOG IN (LOG IN), 2022
Donato Crisostomi
Simone Antonelli
Valentino Maiorca
Luca Moschella
R. Marin
Emanuele Rodolà
270
6
0
08 Jun 2022
Meta Learning for Natural Language Processing: A Survey
Meta Learning for Natural Language Processing: A SurveyNorth American Chapter of the Association for Computational Linguistics (NAACL), 2022
Hung-yi Lee
Shang-Wen Li
Ngoc Thang Vu
441
55
0
03 May 2022
Few-Shot Learning on Graphs
Few-Shot Learning on GraphsInternational Joint Conference on Artificial Intelligence (IJCAI), 2022
Chuxu Zhang
Kaize Ding
Jundong Li
Xiangliang Zhang
Yanfang Ye
Nitesh Chawla
Huan Liu
423
21
0
17 Mar 2022
SQUIRE: A Sequence-to-sequence Framework for Multi-hop Knowledge Graph
  Reasoning
SQUIRE: A Sequence-to-sequence Framework for Multi-hop Knowledge Graph ReasoningConference on Empirical Methods in Natural Language Processing (EMNLP), 2022
Yushi Bai
Xin Lv
Juanzi Li
Lei Hou
Yincen Qu
Zelin Dai
Feiyu Xiong
RALMOffRLLRM
310
25
0
17 Jan 2022
Multi-task Pre-training Language Model for Semantic Network Completion
Multi-task Pre-training Language Model for Semantic Network Completion
Da Li
Sen Yang
Kele Xu
Ming Yi
Yukai He
Huaimin Wang
296
48
0
13 Jan 2022
Zero-shot and Few-shot Learning with Knowledge Graphs: A Comprehensive
  Survey
Zero-shot and Few-shot Learning with Knowledge Graphs: A Comprehensive SurveyProceedings of the IEEE (Proc. IEEE), 2021
Jiaoyan Chen
Yuxia Geng
Zhuo Chen
Jeff Z. Pan
Yuan He
Wen Zhang
Ian Horrocks
Hua-zeng Chen
709
77
0
18 Dec 2021
Subgraph-aware Few-Shot Inductive Link Prediction via Meta-Learning
Subgraph-aware Few-Shot Inductive Link Prediction via Meta-LearningIEEE Transactions on Knowledge and Data Engineering (TKDE), 2021
Shuangjia Zheng
Sijie Mai
Ya Sun
Haifeng Hu
Yuedong Yang
198
31
0
26 Jul 2021
What Can Knowledge Bring to Machine Learning? -- A Survey of Low-shot
  Learning for Structured Data
What Can Knowledge Bring to Machine Learning? -- A Survey of Low-shot Learning for Structured DataACM Transactions on Intelligent Systems and Technology (ACM TIST), 2021
Yang Hu
Adriane P. Chapman
Guihua Wen
Dame Wendy Hall
325
27
0
11 Jun 2021
Learning to Bridge Metric Spaces: Few-shot Joint Learning of Intent
  Detection and Slot Filling
Learning to Bridge Metric Spaces: Few-shot Joint Learning of Intent Detection and Slot FillingFindings (Findings), 2021
Yutai Hou
Y. Lai
Cheng Chen
Wanxiang Che
Ting Liu
233
17
0
25 May 2021
Relational Learning with Gated and Attentive Neighbor Aggregator for
  Few-Shot Knowledge Graph Completion
Relational Learning with Gated and Attentive Neighbor Aggregator for Few-Shot Knowledge Graph CompletionAnnual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2021
Guanglin Niu
Yang Li
Chengguang Tang
Ruiying Geng
Jian Dai
Qiao Liu
Hao Wang
Jian Sun
Fei Huang
Luo Si
348
117
0
27 Apr 2021
A Knowledge Enhanced Learning and Semantic Composition Model for
  Multi-Claim Fact Checking
A Knowledge Enhanced Learning and Semantic Composition Model for Multi-Claim Fact CheckingKnowledge-Based Systems (KBS), 2021
Shuai Wang
Penghui Wei
Jiahao Zhao
Wenji Mao
KELM
216
1
0
27 Apr 2021
Linguistically-Enriched and Context-Aware Zero-shot Slot Filling
Linguistically-Enriched and Context-Aware Zero-shot Slot FillingThe Web Conference (WWW), 2021
A.B. Siddique
Fuad Jamour
Vagelis Hristidis
207
29
0
16 Jan 2021
Generalized Relation Learning with Semantic Correlation Awareness for
  Link Prediction
Generalized Relation Learning with Semantic Correlation Awareness for Link PredictionAAAI Conference on Artificial Intelligence (AAAI), 2020
Yao Zhang
Xu Zhang
Jun Wang
Hongru Liang
Wenqiang Lei
Zhe Sun
Adam Jatowt
Zhenglu Yang
237
18
0
22 Dec 2020
One-shot Learning for Temporal Knowledge Graphs
One-shot Learning for Temporal Knowledge Graphs
Mehrnoosh Mirtaheri
Mohammad Rostami
Xiang Ren
Fred Morstatter
Aram Galstyan
229
23
0
23 Oct 2020
GMH: A General Multi-hop Reasoning Model for KG Completion
GMH: A General Multi-hop Reasoning Model for KG Completion
Yao Zhang
Xu Zhang
Adam Jatowt
Wenqiang Lei
Jun Wang
Hongru Liang
Zhenglu Yang
LRM
271
14
0
15 Oct 2020
Few-shot Learning for Multi-label Intent Detection
Few-shot Learning for Multi-label Intent DetectionAAAI Conference on Artificial Intelligence (AAAI), 2020
Yutai Hou
Y. Lai
Yushan Wu
Wanxiang Che
Ting Liu
VLM
165
60
0
11 Oct 2020
Dynamic Anticipation and Completion for Multi-Hop Reasoning over Sparse
  Knowledge Graph
Dynamic Anticipation and Completion for Multi-Hop Reasoning over Sparse Knowledge GraphConference on Empirical Methods in Natural Language Processing (EMNLP), 2020
Xin Lv
Xu Han
Lei Hou
Juan-Zi Li
Zhiyuan Liu
Wei Zhang
Yichi Zhang
Hao Kong
Suhui Wu
LRM
170
81
0
05 Oct 2020
FewJoint: A Few-shot Learning Benchmark for Joint Language Understanding
FewJoint: A Few-shot Learning Benchmark for Joint Language Understanding
Yutai Hou
Jiafeng Mao
Y. Lai
Cheng Chen
Wanxiang Che
Zhigang Chen
Ting Liu
339
18
0
17 Sep 2020
A Simple Approach to Case-Based Reasoning in Knowledge Bases
A Simple Approach to Case-Based Reasoning in Knowledge BasesConference on Automated Knowledge Base Construction (AKBC), 2020
Rajarshi Das
Ameya Godbole
Shehzaad Dhuliawala
Manzil Zaheer
Andrew McCallum
309
24
0
25 Jun 2020
Multi-hop Reading Comprehension across Documents with Path-based Graph
  Convolutional Network
Multi-hop Reading Comprehension across Documents with Path-based Graph Convolutional NetworkInternational Joint Conference on Artificial Intelligence (IJCAI), 2020
Zeyun Tang
Yongliang Shen
Xinyin Ma
Wenyuan Xu
Jiale Yu
Weiming Lu
GNN
210
31
0
11 Jun 2020
Few-shot Slot Tagging with Collapsed Dependency Transfer and
  Label-enhanced Task-adaptive Projection Network
Few-shot Slot Tagging with Collapsed Dependency Transfer and Label-enhanced Task-adaptive Projection NetworkAnnual Meeting of the Association for Computational Linguistics (ACL), 2020
Yutai Hou
Wanxiang Che
Y. Lai
Zhihan Zhou
Yijia Liu
Han Liu
Ting Liu
147
204
0
10 Jun 2020
A Survey on Knowledge Graphs: Representation, Acquisition and
  Applications
A Survey on Knowledge Graphs: Representation, Acquisition and ApplicationsIEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS), 2020
Shaoxiong Ji
Shirui Pan
Xiaoshi Zhong
Pekka Marttinen
Philip S. Yu
1.3K
2,587
0
02 Feb 2020
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