On the Equivalence Between Temporal and Static Graph Representations for Observational Predictions

12 March 2021

Papers citing "On the Equivalence Between Temporal and Static Graph Representations for Observational Predictions"

13 / 13 papers shown

Title
How Neural Networks Extrapolate: From Feedforward to Graph Neural Networks Keyulu Xu Mozhi Zhang Jingling Li S. Du Ken-ichi Kawarabayashi Stefanie Jegelka MLT 82 311 0 24 Sep 2020
Temporal Graph Networks for Deep Learning on Dynamic Graphs Emanuele Rossi B. Chamberlain Fabrizio Frasca D. Eynard Federico Monti M. Bronstein AI4CE 95 641 0 18 Jun 2020
Relational Pooling for Graph Representations R. Murphy Balasubramaniam Srinivasan Vinayak A. Rao Bruno Ribeiro GNN 73 259 0 06 Mar 2019
E-LSTM-D: A Deep Learning Framework for Dynamic Network Link Prediction Jinyin Chen Jian Zhang Xuanheng Xu Chenbo Fu Dan Zhang Qingpeng Zhang Qi Xuan 55 142 0 22 Feb 2019
On the Universality of Invariant Networks Haggai Maron Ethan Fetaya Nimrod Segol Y. Lipman OOD 98 238 0 27 Jan 2019
GCN-GAN: A Non-linear Temporal Link Prediction Model for Weighted Dynamic Networks Kai Lei Meng Qin Bo Bai Gong Zhang Min Yang 33 168 0 26 Jan 2019
Streaming Graph Neural Networks Yao Ma Ziyi Guo Zhaochun Ren Eric Zhao Jiliang Tang Dawei Yin GNN 52 238 0 24 Oct 2018
Weisfeiler and Leman Go Neural: Higher-order Graph Neural Networks Christopher Morris Martin Ritzert Matthias Fey William L. Hamilton J. E. Lenssen Gaurav Rattan Martin Grohe GNN 136 1,625 0 04 Oct 2018
How Powerful are Graph Neural Networks? Keyulu Xu Weihua Hu J. Leskovec Stefanie Jegelka GNN 173 7,554 0 01 Oct 2018
Dynamic Graph Convolutional Networks Franco Manessi A. Rozza M. Manzo GNN 64 368 0 20 Apr 2017
Structured Sequence Modeling with Graph Convolutional Recurrent Networks Youngjoo Seo M. Defferrard P. Vandergheynst Xavier Bresson GNN 83 764 0 22 Dec 2016
Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling Junyoung Chung Çağlar Gülçehre Kyunghyun Cho Yoshua Bengio 293 12,662 0 11 Dec 2014
Identifiability of Causal Graphs using Functional Models J. Peters Joris Mooij Dominik Janzing Bernhard Schölkopf 78 154 0 14 Feb 2012