M-Walk: Learning to Walk over Graphs using Monte Carlo Tree Search

12 February 2018

Papers citing "M-Walk: Learning to Walk over Graphs using Monte Carlo Tree Search"

20 / 20 papers shown

Title
PathE: Leveraging Entity-Agnostic Paths for Parameter-Efficient Knowledge Graph Embeddings Ioannis Reklos Jacopo de Berardinis Elena Simperl Albert Meroño-Peñuela 161 0 0 31 Jan 2025
Reinforcement Learning Discovers Efficient Decentralized Graph Path Search Strategies Alexei Pisacane Victor-Alexandru Darvariu Mirco Musolesi 23 0 0 12 Sep 2024
Knowledge Graph Reasoning with Self-supervised Reinforcement Learning Ying Ma Owen Burns Mingqiu Wang Gang Li Nan Du Laurent El Shafey Liqiang Wang Izhak Shafran H. Soltau SSL ReLM OffRL LRM 51 0 0 22 May 2024
Beyond Games: A Systematic Review of Neural Monte Carlo Tree Search Applications Marco Kemmerling Daniel Lutticke Robert H. Schmitt 32 14 0 14 Mar 2023
A Pre-training Framework for Knowledge Graph Completion Kuan Xu Kuo Yang Hanyang Dong Xinyan Wang Jian Yu Xuezhong Zhou 15 0 0 06 Feb 2023
Instance-based Learning for Knowledge Base Completion Wanyun Cui Xingran Chen 24 7 0 13 Nov 2022
MMKGR: Multi-hop Multi-modal Knowledge Graph Reasoning Shangfei Zheng Weiqing Wang Jianfeng Qu Hongzhi Yin Wei Chen Lei Zhao LRM 21 22 0 03 Sep 2022
A*Net: A Scalable Path-based Reasoning Approach for Knowledge Graphs Zhaocheng Zhu Xinyu Yuan Mikhail Galkin Sophie Xhonneux Ming Zhang Maxime Gazeau Jian Tang GNN LRM 31 36 0 07 Jun 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 39 25 0 20 May 2022
Explainable Biomedical Recommendations via Reinforcement Learning Reasoning on Knowledge Graphs G. Edwards Sebastian Nilsson Benedek Rozemberczki Eliseo Papa 23 12 0 20 Nov 2021
Rule Induction in Knowledge Graphs Using Linear Programming S. Dash Joao Goncalves 26 5 0 15 Oct 2021
Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction Zhaocheng Zhu Zuobai Zhang Louis-Pascal Xhonneux Jian Tang GNN 33 300 0 13 Jun 2021
Reinforcement Learning from Reformulations in Conversational Question Answering over Knowledge Graphs Magdalena Kaiser Rishiraj Saha Roy G. Weikum 29 51 0 11 May 2021
Is Multi-Hop Reasoning Really Explainable? Towards Benchmarking Reasoning Interpretability Xin Lv Yixin Cao Lei Hou Juan-Zi Li Zhiyuan Liu Yichi Zhang Zelin Dai LRM 23 19 0 14 Apr 2021
Graph Neural Networks: Taxonomy, Advances and Trends Yu Zhou Haixia Zheng Xin Huang Shufeng Hao Dengao Li Jumin Zhao AI4TS 25 115 0 16 Dec 2020
Dynamic Anticipation and Completion for Multi-Hop Reasoning over Sparse Knowledge Graph Xin Lv Xu Han Lei Hou Juan-Zi Li Zhiyuan Liu Wei Zhang Yichi Zhang Hao Kong Suhui Wu LRM 30 63 0 05 Oct 2020
Combining Q-Learning and Search with Amortized Value Estimates Jessica B. Hamrick V. Bapst Alvaro Sanchez-Gonzalez Tobias Pfaff T. Weber Lars Buesing Peter W. Battaglia OffRL 27 47 0 05 Dec 2019
Collaborative Graph Walk for Semi-supervised Multi-Label Node Classification Uchenna Akujuobi Yufei Han Qiannan Zhang Xiangliang Zhang 25 16 0 22 Oct 2019
Meta Reasoning over Knowledge Graphs Hong Wang Wenhan Xiong Mo Yu Xiaoxiao Guo Shiyu Chang William Yang Wang ReLM LRM 40 8 0 13 Aug 2019
Neural Consciousness Flow Xiaoran Xu Wei Feng Zhiqing Sun Zhihong Deng GNN AI4CE 27 2 0 30 May 2019