Neural Multi-Hop Reasoning With Logical Rules on Biomedical Knowledge Graphs

18 March 2021

Papers citing "Neural Multi-Hop Reasoning With Logical Rules on Biomedical Knowledge Graphs"

22 / 22 papers shown

Title
Class Granularity: How richly does your knowledge graph represent the real world? Sumin Seo Heeseon Cheon Hyunho Kim 32 0 0 10 Nov 2024
MARS: A neurosymbolic approach for interpretable drug discovery L. Delong Yojana Gadiya Paola Galdi Jacques D. Fleuriot Daniel Domingo-Fernández 239 2 0 02 Oct 2024
Veni, Vidi, Vici: Solving the Myriad of Challenges before Knowledge Graph Learning Jeffrey Sardina Luca Costabello Christophe Guéret 31 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 33 0 0 08 Feb 2024
ChatRule: Mining Logical Rules with Large Language Models for Knowledge Graph Reasoning Linhao Luo Jiaxin Ju Bo Xiong Yuan-Fang Li Gholamreza Haffari Shirui Pan LRM 36 26 0 04 Sep 2023
On the Aggregation of Rules for Knowledge Graph Completion Patrick Betz Stefan Lüdtke Christian Meilicke Heiner Stuckenschmidt 30 2 0 01 Sep 2023
Neurosymbolic AI for Reasoning on Biomedical Knowledge Graphs L. Delong Ramon Fernández Mir Zonglin Ji Fiona Niamh Coulter Smith Jacques D. Fleuriot 43 1 0 17 Jul 2023
Analysing Biomedical Knowledge Graphs using Prime Adjacency Matrices K. Bougiatiotis George Giannakopoulos 33 1 0 17 May 2023
Neurosymbolic AI for Reasoning over Knowledge Graphs: A Survey L. Delong Ramon Fernández Mir Jacques D. Fleuriot NAI 42 12 0 14 Feb 2023
Knowledge-enhanced Neural Machine Reasoning: A Review Tanmoy Chowdhury Chen Ling Xuchao Zhang Xujiang Zhao Guangji Bai Jian Pei Haifeng Chen Liang Zhao 44 7 0 04 Feb 2023
KGML-xDTD: A Knowledge Graph-based Machine Learning Framework for Drug Treatment Prediction and Mechanism Description Chunyu Ma Zhihan Zhou Han Liu D. Koslicki 21 16 0 30 Nov 2022
A Survey of Trustworthy Graph Learning: Reliability, Explainability, and Privacy Protection Bingzhe Wu Jintang Li Junchi Yu Yatao Bian Hengtong Zhang ... Guangyu Sun Peng Cui Zibin Zheng Zhe Liu P. Zhao OOD 45 25 0 20 May 2022
MERIt: Meta-Path Guided Contrastive Learning for Logical Reasoning Fangkai Jiao Yangyang Guo Xuemeng Song Liqiang Nie LRM 33 35 0 01 Mar 2022
Learning to Discover Medicines T. Nguyen Thin Nguyen T. Tran 34 1 0 14 Feb 2022
TLogic: Temporal Logical Rules for Explainable Link Forecasting on Temporal Knowledge Graphs Yushan Liu Yunpu Ma Marcel Hildebrandt Mitchell Joblin Volker Tresp 32 131 0 15 Dec 2021
Implications of Topological Imbalance for Representation Learning on Biomedical Knowledge Graphs Stephen Bonner Ufuk Kirik Ola Engkvist Jian Tang Ian P Barrett 30 19 0 13 Dec 2021
Explainable Biomedical Recommendations via Reinforcement Learning Reasoning on Knowledge Graphs G. Edwards Sebastian Nilsson Benedek Rozemberczki Eliseo Papa 23 12 0 20 Nov 2021
Learning through structure: towards deep neuromorphic knowledge graph embeddings Victor Caceres Chian Marcel Hildebrandt Thomas Runkler Dominik Dold GNN 21 7 0 21 Sep 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 38 44 0 02 Aug 2021
Understanding the Performance of Knowledge Graph Embeddings in Drug Discovery Stephen Bonner Ian P Barrett Cheng Ye Rowan Swiers Ola Engkvist Charles Tapley Hoyt William L. Hamilton 63 51 0 17 May 2021
Heterogeneous Relational Reasoning in Knowledge Graphs with Reinforcement Learning Mandana Saebi Steven J. Krieg Chuxu Zhang Meng Jiang Nitesh Chawla 27 13 0 12 Mar 2020
Logic Tensor Networks for Semantic Image Interpretation Ivan Donadello Luciano Serafini Artur Garcez 62 209 0 24 May 2017