Efficient Probabilistic Logic Reasoning with Graph Neural Networks

Efficient Probabilistic Logic Reasoning with Graph Neural Networks

29 January 2020

Arun Ramamurthy

Papers citing "Efficient Probabilistic Logic Reasoning with Graph Neural Networks"

19 / 19 papers shown

Title
A Novel Neural-symbolic System under Statistical Relational Learning Dongran Yu Xueyan Liu Shirui Pan Anchen Li Bo Yang AI4CE NAI 21 1 0 16 Sep 2023
Relational Reasoning Networks G. Marra Michelangelo Diligenti Francesco Giannini NAI 50 4 0 01 Jun 2021
Probabilistic Logic Neural Networks for Reasoning Meng Qu Jian Tang 42 161 0 20 Jun 2019
Provably Powerful Graph Networks Haggai Maron Heli Ben-Hamu Hadar Serviansky Y. Lipman 52 575 0 27 May 2019
GMNN: Graph Markov Neural Networks Meng Qu Yoshua Bengio Jian Tang BDL GNN 40 289 0 15 May 2019
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space Zhiqing Sun Zhihong Deng Jian-Yun Nie Jian Tang 54 2,108 0 26 Feb 2019
How Powerful are Graph Neural Networks? Keyulu Xu Weihua Hu J. Leskovec Stefanie Jegelka GNN 127 7,554 0 01 Oct 2018
One-Shot Relational Learning for Knowledge Graphs Wenhan Xiong Mo Yu Shiyu Chang Xiaoxiao Guo William Yang Wang 69 217 0 27 Aug 2018
Relational inductive biases, deep learning, and graph networks Peter W. Battaglia Jessica B. Hamrick V. Bapst Alvaro Sanchez-Gonzalez V. Zambaldi ... Pushmeet Kohli M. Botvinick Oriol Vinyals Yujia Li Razvan Pascanu AI4CE NAI 339 3,101 0 04 Jun 2018
Knowledge Base Completion: Baselines Strike Back Rudolf Kadlec Ondrej Bajgar Jan Kleindienst 38 188 0 30 May 2017
Modeling Relational Data with Graph Convolutional Networks Michael Schlichtkrull Thomas Kipf Peter Bloem Rianne van den Berg Ivan Titov Max Welling GNN 123 4,772 0 17 Mar 2017
Differentiable Learning of Logical Rules for Knowledge Base Reasoning Fan Yang Zhilin Yang William W. Cohen 23 31 0 27 Feb 2017
Semi-Supervised Classification with Graph Convolutional Networks Thomas Kipf Max Welling GNN SSL 400 28,795 0 09 Sep 2016
Complex Embeddings for Simple Link Prediction Théo Trouillon Johannes Welbl Sebastian Riedel Éric Gaussier Guillaume Bouchard BDL 57 2,955 0 20 Jun 2016
Discriminative Embeddings of Latent Variable Models for Structured Data H. Dai Bo Dai Le Song BDL 92 694 0 17 Mar 2016
Gated Graph Sequence Neural Networks Yujia Li Daniel Tarlow Marc Brockschmidt R. Zemel GNN 241 3,271 0 17 Nov 2015
Hinge-Loss Markov Random Fields and Probabilistic Soft Logic Stephen H. Bach Matthias Broecheler Bert Huang Lise Getoor TPM AI4CE 73 386 0 17 May 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 519 149,474 0 22 Dec 2014
Stochastic Variational Inference Matt Hoffman David M. Blei Chong-Jun Wang John Paisley BDL 157 2,605 0 29 Jun 2012