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Knowledge graphs contain informative factual knowledge but are considered incomplete.
Meta-Learning in Neural Networks: A Survey, November 2020
Timothy Hospedales, Antreas Antoniou, Paul Micaelli, and Amos Storkey · 2004
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Open and Closed World Assumptions in Data Exchange
Leonid Libkin and Cristina Sirangelo · 2009
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Toward an architecture for never-ending language learning
Andrew Carlson, Justin Betteridge, Bryan Kisiel, Burr Settles, Estevam Hruschka, and Tom Mitchell · 2010
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Observed versus latent features for knowledge base and text inference
Kristina Toutanova and Danqi Chen · 2015
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Matching networks for one shot learning
Oriol Vinyals, Charles Blundell, Timothy Lillicrap, Daan Wierstra, and others · 2016
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Model-agnostic meta-learning for fast adaptation of deep networks
Chelsea Finn, Pieter Abbeel, and Sergey Levine · 2017
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Rapid learning or feature reuse? towards understanding the effectiveness of maml
Aniruddh Raghu, Maithra Raghu, Samy Bengio, and Oriol Vinyals · 2019
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Meta-gnn: On few-shot node classification in graph meta-learning
Fan Zhou, Chengtai Cao, Kunpeng Zhang, Goce Trajcevski, Ting Zhong, and Ji Geng · 2019
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Complex Query Answering with Neural Link Predictors
Erik Arakelyan, Daniel Daza, Pasquale Minervini, and Michael Cochez · 2020
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Query2box: Reasoning Over Knowledge Graphs In Vector Space Using Box Embeddings
H Ren, W Hu, and J Leskovec · 2020
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Beta embeddings for multi-hop logical reasoning in knowledge graphs
Hongyu Ren and Jure Leskovec · 2020
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Neural Methods for Logical Reasoning over Knowledge Graphs
Alfonso Amayuelas, Shuai Zhang, Xi Susie Rao, and Ce Zhang · 2021
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Probabilistic entity representation model for reasoning over knowledge graphs
Nurendra Choudhary, Nikhil Rao, Sumeet Katariya, Karthik Subbian, and Chandan Reddy · 2021
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Neural-Answering Logical Queries on Knowledge Graphs
Lihui Liu, Boxin Du, Heng Ji, ChengXiang Zhai, and Hanghang Tong · 2021
Benchmarking the Combinatorial Generalizability of Complex Query Answering on Knowledge Graphs
Zihao Wang, Hang Yin, and Yangqiu Song · 2021
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Cone: Cone embeddings for multi-hop reasoning over knowledge graphs
Zhanqiu Zhang, Jie Wang, Jiajun Chen, Shuiwang Ji, and Feng Wu · 2021
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Query2Particles: Knowledge Graph Reasoning with Particle Embeddings
Jiaxin Bai, Zihao Wang, Hongming Zhang, and Yangqiu Song · 2022
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Unobserved local structures make compositional generalization hard
Ben Bogin, Shivanshu Gupta, and Jonathan Berant · 2022
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Fuzzy logic based logical query answering on knowledge graphs
Xuelu Chen, Ziniu Hu, and Yizhou Sun · 2022
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Logic embeddings for complex query answering
Francois Luus, Prithviraj Sen, Pavan Kapanipathi, Ryan Riegel, Ndivhuwo Makondo, Thabang Lebese, and Alexander Gray · 2021
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Lego: Latent execution-guided reasoning for multi-hop question answering on knowledge graphs
Hongyu Ren, Hanjun Dai, Bo Dai, Xinyun Chen, Michihiro Yasunaga, Haitian Sun, Dale Schuurmans, Jure Leskovec, and Denny Zhou · 2021
Cited alongside, same era.
Complex Query Answering on Eventuality Knowledge Graph with Implicit Logical Constraints, May 2023a
Jiaxin Bai, Xin Liu, Weiqi Wang, Chen Luo, and Yangqiu Song
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Knowledge Graph Reasoning over Entities and Numerical Values
Jiaxin Bai, Chen Luo, zheng li, Qingyu Yin, Bing Yin, and Yangqiu Song
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Zihao Wang, Weizhi Fei, Hang Yin, Yangqiu Song, Ginny Y Wong, and Simon See
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Logical Message Passing Networks with One-hop Inference on Atomic Formulas
Zihao Wang, Yangqiu Song, Ginny Wong, and Simon See
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Zihao Wang, Hang Yin, and Yangqiu Song · 2022
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Fact Ranking over Large-Scale Knowledge Graphs with Reasoning Embedding Models
Hongyu Ren, Ali Mousavi, Anil Pacaci, Shihabur R Chowdhury, Jason Mohoney, Ihab F Ilyas, Yunyao Li, and Theodoros Rekatsinas · 2023
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Soft Reasoning on Uncertain Knowledge Graphs, March 2024
Weizhi Fei, Zihao Wang, Hang Yin, Yang Duan, Hanghang Tong, and Yangqiu Song · 2024
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