A Review of Relational Machine Learning for Knowledge Graphs

2 March 2015

Papers citing "A Review of Relational Machine Learning for Knowledge Graphs"

50 / 474 papers shown

Title
Matrix Factorization for Inferring Associations and Missing Links Ryan Barron Maksim E. Eren Duc P. Truong Cynthia Matuszek James Wendelberger Mary F. Dorn Boian S. Alexandrov 60 0 0 06 Mar 2025
A Survey of Link Prediction in Temporal Networks Jiafeng Xiong Ahmad Zareie Rizos Sakellariou AI4TS AI4CE 42 1 0 28 Feb 2025
Mitigating Heterogeneity among Factor Tensors via Lie Group Manifolds for Tensor Decomposition Based Temporal Knowledge Graph Embedding Jiang Li Xiangdong Su Yeyun Gong 108 0 0 20 Feb 2025
Community-Aware Temporal Walks: Parameter-Free Representation Learning on Continuous-Time Dynamic Graphs He Yu Qingbin Liu 36 0 0 21 Jan 2025
Multi-View Spectral Clustering for Graphs with Multiple View Structures Yorgos Tsitsikas Evangelos E. Papalexakis 31 0 0 20 Jan 2025
ReFactor GNNs: Revisiting Factorisation-based Models from a Message-Passing Perspective Yihong Chen Pushkar Mishra Luca Franceschi Pasquale Minervini Pontus Stenetorp Sebastian Riedel 67 20 0 17 Jan 2025
Efficient Relational Context Perception for Knowledge Graph Completion Wenkai Tu Guojia Wan Zhengchun Shang Bo Du 32 0 0 03 Jan 2025
Large Language Model-Enhanced Symbolic Reasoning for Knowledge Base Completion Qiyuan He Jianfei Yu Wenya Wang LRM 36 0 0 03 Jan 2025
Introduction to Graph Neural Networks: A Starting Point for Machine Learning Engineers James H. Tanis Chris Giannella Adrian V. Mariano AI4CE GNN FaML PINN 68 0 0 27 Dec 2024
APEX $^2$ : Adaptive and Extreme Summarization for Personalized Knowledge Graphs Zihao Li Dongqi Fu Mengting Ai Jingrui He 61 5 0 23 Dec 2024
GNN Applied to Ego-nets for Friend Suggestions Evgeny Zamyatin GNN 85 0 0 16 Dec 2024
Two-way Deconfounder for Off-policy Evaluation in Causal Reinforcement Learning Shuguang Yu Shuxing Fang Ruixin Peng Zhengling Qi Fan Zhou C. Shi CML OffRL 85 1 0 08 Dec 2024
Unstructured Text Enhanced Open-domain Dialogue System: A Systematic Survey Longxuan Ma Mingda Li Weinan Zhang Jiapeng Li Ting Liu 48 16 0 14 Nov 2024
UniHR: Hierarchical Representation Learning for Unified Knowledge Graph Link Prediction Zhiqiang Liu Mingyang Chen Yin Hua Zhuo Chen Ziqi Liu Lei Liang Huajun Chen Wen Zhang AI4TS 24 0 0 11 Nov 2024
ComFairGNN: Community Fair Graph Neural Network Yonas Sium Qi Li 33 0 0 07 Nov 2024
PageRank Bandits for Link Prediction Yikun Ban Jiaru Zou Zihao Li Yunzhe Qi Dongqi Fu Jian Kang Hanghang Tong Jingrui He 51 3 0 03 Nov 2024
AGENTiGraph: An Interactive Knowledge Graph Platform for LLM-based Chatbots Utilizing Private Data Xinjie Zhao Moritz Blum Rui Yang Boming Yang Luis Márquez Carpintero ... Yiming Li Yanran Fu R. Wang Juntao Zhang Irene Z Li 30 3 0 15 Oct 2024
Representation-Enhanced Neural Knowledge Integration with Application to Large-Scale Medical Ontology Learning Suqi Liu Tianxi Cai Xiaoou Li 23 1 0 09 Oct 2024
Inference over Unseen Entities, Relations and Literals on Knowledge Graphs Caglar Demir N'Dah Jean Kouagou Arnab Sharma Axel-Cyrille Ngonga Ngomo 28 0 0 09 Oct 2024
What is the Relationship between Tensor Factorizations and Circuits (and How Can We Exploit it)? Lorenzo Loconte Antonio Mari G. Gala Robert Peharz Cassio de Campos Erik Quaeghebeur G. Vessio Antonio Vergari 53 8 0 12 Sep 2024
Large Margin Prototypical Network for Few-shot Relation Classification with Fine-grained Features M. Fan Yeqi Bai Mingming Sun Ping Li 36 32 0 06 Sep 2024
Fast-and-Frugal Text-Graph Transformers are Effective Link Predictors Andrei Catalin Coman Christos Theodoropoulos Marie-Francine Moens James Henderson 46 0 0 13 Aug 2024
SnapE -- Training Snapshot Ensembles of Link Prediction Models Ali Shaban Heiko Paulheim VLM 35 1 0 05 Aug 2024
Converging Paradigms: The Synergy of Symbolic and Connectionist AI in LLM-Empowered Autonomous Agents Haoyi Xiong Zhiyuan Wang Xuhong Li Jiang Bian Zeke Xie Shahid Mumtaz Laura E. Barnes LLMAG 36 7 0 11 Jul 2024
Explaining Graph Neural Networks for Node Similarity on Graphs Daniel Daza C. Chu T. Tran Daria Stepanova Michael Cochez Paul T. Groth 36 1 0 10 Jul 2024
Performance Evaluation of Knowledge Graph Embedding Approaches under Non-adversarial Attacks Sourabh Kapoor Arnab Sharma Michael Röder Caglar Demir Axel-Cyrille Ngonga Ngomo AAML 36 0 0 09 Jul 2024
Towards Robust Training Datasets for Machine Learning with Ontologies: A Case Study for Emergency Road Vehicle Detection Lynn Vonderhaar Timothy Elvira T. Procko Omar Ochoa 39 0 0 21 Jun 2024
TGB 2.0: A Benchmark for Learning on Temporal Knowledge Graphs and Heterogeneous Graphs J. Gastinger Shenyang Huang Mikhail Galkin Erfan Loghmani Ali Parviz ... Emanuele Rossi Ioannis Koutis Heiner Stuckenschmidt Reihaneh Rabbany Guillaume Rabusseau 48 7 0 14 Jun 2024
LinkLogic: A New Method and Benchmark for Explainable Knowledge Graph Predictions Niraj Kumar Singh G. Polleti Saee Paliwal Rachel Hodos-Nkhereanye 37 0 0 02 Jun 2024
Temporal Spiking Neural Networks with Synaptic Delay for Graph Reasoning Mingqing Xiao Yixin Zhu D.K. He Zhouchen Lin LRM 38 4 0 27 May 2024
Simulating Petri nets with Boolean Matrix Logic Programming L. Ai Stephen Muggleton Shishun Liang Geoff S. Baldwin 29 0 0 18 May 2024
EnriCo: Enriched Representation and Globally Constrained Inference for Entity and Relation Extraction Urchade Zaratiana Nadi Tomeh Yann Dauxais Pierre Holat Thierry Charnois 48 0 0 18 Apr 2024
Metarobotics for Industry and Society: Vision, Technologies, and Opportunities E. Kaigom 55 8 0 31 Mar 2024
Potentials of the Metaverse for Robotized Applications in Industry 4.0 and Industry 5.0 E. Kaigom 42 2 0 31 Mar 2024
Scaling up Dynamic Edge Partition Models via Stochastic Gradient MCMC Sikun Yang Heinz Koeppl 34 0 0 29 Feb 2024
Patient-Centric Knowledge Graphs: A Survey of Current Methods, Challenges, and Applications Hassan S. Al Khatib Subash Neupane Harish Kumar Manchukonda Noorbakhsh Amiri Golilarz Sudip Mittal Amin Amirlatifi Shahram Rahimi 48 2 0 20 Feb 2024
Veni, Vidi, Vici: Solving the Myriad of Challenges before Knowledge Graph Learning Jeffrey Sardina Luca Costabello Christophe Guéret 18 2 0 08 Feb 2024
TWIG: Towards pre-hoc Hyperparameter Optimisation and Cross-Graph Generalisation via Simulated KGE Models J. Sardina John D. Kelleher Declan O’Sullivan 28 0 0 08 Feb 2024
Two Trades is not Baffled: Condensing Graph via Crafting Rational Gradient Matching Tianle Zhang Yuchen Zhang Kun Wang Kai Wang Beining Yang Kaipeng Zhang Wenqi Shao Ping Liu Qiufeng Wang Yang You DD 73 13 0 07 Feb 2024
Introducing New Node Prediction in Graph Mining: Predicting All Links from Isolated Nodes with Graph Neural Networks D. Zanardini Emilio Serrano AI4CE GNN 34 0 0 10 Jan 2024
Effective backdoor attack on graph neural networks in link prediction tasks Jiazhu Dai Haoyu Sun GNN 61 3 0 05 Jan 2024
WellFactor: Patient Profiling using Integrative Embedding of Healthcare Data Dongjin Choi Andy Xiang Ozgur Ozturk Deep Shrestha Barry L. Drake Hamid Haidarian Faizan Javed Haesun Park 27 2 0 21 Dec 2023
Location Sensitive Embedding for Knowledge Graph Reasoning Deepak Banerjee Anjali Ishaan KELM 25 0 0 01 Dec 2023
Increasing Coverage and Precision of Textual Information in Multilingual Knowledge Graphs Simone Conia Min Li Daniel Lee U. F. Minhas Ihab F. Ilyas Yunyao Li 88 8 0 27 Nov 2023
Towards a Gateway for Knowledge Graph Schemas Collection, Analysis, and Embedding Mattia Fumagalli Marco Boffo D. Shi Mayukh Bagchi Fausto Giunchiglia 9 2 0 21 Nov 2023
Live Graph Lab: Towards Open, Dynamic and Real Transaction Graphs with NFT Zhen Zhang B. Luo Shengliang Lu Bingsheng He 36 13 0 18 Oct 2023
GenTKG: Generative Forecasting on Temporal Knowledge Graph with Large Language Models Ruotong Liao Xu Jia Yangzhe Li Yunpu Ma Volker Tresp AI4TS 31 24 0 11 Oct 2023
A Neuro-Symbolic Framework for Answering Graph Pattern Queries in Knowledge Graphs Tamara Cucumides Daniel Daza Pablo Barceló Michael Cochez Floris Geerts Juan L. Reutter Miguel Romero NAI 30 0 0 06 Oct 2023
KGEx: Explaining Knowledge Graph Embeddings via Subgraph Sampling and Knowledge Distillation V. Baltatzis Luca Costabello 11 2 0 02 Oct 2023
Revisiting Link Prediction: A Data Perspective Haitao Mao Juanhui Li Harry Shomer Bingheng Li Wenqi Fan Yao Ma Tong Zhao Neil Shah Jiliang Tang 52 24 0 01 Oct 2023