Composition-based Multi-Relational Graph Convolutional Networks
链接 | https://openreview.net/pdf?id=BylA_C4tPr
作者 | Shikhar Vashishth, Soumya Sanyal, Vikram Nitin, Partha Talukdar
单位 | Carnegie Mellon University; Columbia University

Graph Neural Networks Exponentially Lose Expressive Power for Node Classification
链接 | https://openreview.net/pdf?id=S1ldO2EFPr
作者 | Kenta Oono, Taiji Suzuki
单位 | The University of Tokyo

What graph neural networks cannot learn: depth vs width
链接 | https://openreview.net/pdf?id=B1l2bp4YwS
作者 | Andreas Loukas

On the Equivalence between Positional Node Embeddings and Structural Graph Representations
链接 | https://openreview.net/pdf?id=SJxzFySKwH
作者 | Balasubramaniam Srinivasan, Bruno Ribeiro
单位 | Purdue University

Dynamically Pruned Message Passing Networks for Large-scale Knowledge Graph Reasoning
链接 | https://openreview.net/pdf?id=rkeuAhVKvB
作者 | Xiaoran Xu, Wei Feng, Yunsheng Jiang, Xiaohui Xie, Zhiqing Sun, Zhi-Hong Deng
单位 | Carnegie Mellon University; Peking University

Pruned Graph Scattering Transforms
链接 | https://openreview.net/pdf?id=rJeg7TEYwB
作者 | Vassilis N. Ioannidis, Siheng Chen, Georgios B. Giannakis

The Logical Expressiveness of Graph Neural Networks
链接 | https://openreview.net/pdf?id=r1lZ7AEKvB
作者 | Pablo Barceló, Egor V. Kostylev, Mikael Monet, Jorge Pérez, Juan Reutter, Juan Pablo Silva

Efficient Probabilistic Logic Reasoning with Graph Neural Networks
链接 | https://openreview.net/pdf?id=rJg76kStwH
作者 | Yuyu Zhang, Xinshi Chen, Yuan Yang, Arun Ramamurthy, Bo Li, Yuan Qi, Le Song
单位 | Georgia Institute of Technology; University of Illinois at Urbana Champaign

Automated Relational Meta-learning
链接 | https://openreview.net/pdf?id=rklp93EtwH
作者 | Huaxiu Yao, Xian Wu, Zhiqiang Tao, Yaliang Li, Bolin Ding, Ruirui Li, Zhenhui Li
单位 | Pennsylvania State University; University of Notre Dame; Northeastern University; University of California, Los Angeles

Curvature Graph Network
链接 | https://openreview.net/pdf?id=BylEqnVFDB
作者 | Ze Ye, Kin Sum Liu, Tengfei Ma, Jie Gao, Chao Chen

DeepSphere: a graph-based spherical CNN
链接 | https://openreview.net/pdf?id=B1e3OlStPB
作者 | Michaël Defferrard, Martino Milani, Frédérick Gusset, Nathanaël Perraudin

Contrastive Learning of Structured World Models
链接 | https://openreview.net/pdf?id=H1gax6VtDB
作者 | Thomas Kipf, Elise van der Pol, Max Welling
单位 | University of Amsterdam

Geom-GCN: Geometric Graph Convolutional Networks
链接 | https://openreview.net/pdf?id=S1e2agrFvS
作者 | Hongbin Pei, Bingzhe Wei, Kevin Chen-Chuan Chang, Yu Lei, Bo Yang

Adaptive Structural Fingerprints for Graph Attention Networks
链接 | https://openreview.net/pdf?id=BJxWx0NYPr
作者 | Kai Zhang, Yaokang Zhu, Jun Wang, Jie Zhang
单位 | East Chine Normal University; Fudan University

Graph inference learning for semi-supervised classification
链接 | https://openreview.net/pdf?id=r1evOhEKvH
作者 | Chunyan Xu, Zhen Cui, Xiaobin Hong, Tong Zhang, Jian Yang, Wei Liu
单位 | Nanjing University of Science and Technology

Measuring and Improving the Use of Graph Information in Graph Neural Networks
链接 | https://openreview.net/pdf?id=rkeIIkHKvS
作者 | Yifan Hou, Jian Zhang, James Cheng, Kaili Ma, Richard T. B. Ma, Hongzhi Chen, Ming-Chang Yang
单位 | Chinese University of *; National University of Singapore

Inductive Matrix Completion Based on Graph Neural Networks
链接 | https://openreview.net/pdf?id=ByxxgCEYDS
作者 | Muhan Zhang, Yixin Chen
单位 | Washington University in St. Louis

Inductive representation learning on temporal graphs
链接 | https://openreview.net/pdf?id=rJeW1yHYwH
作者 | da Xu, chuanwei ruan, evren korpeoglu, sushant kumar, kannan achan

Inductive and Unsupervised Representation Learning on Graph Structured Objects
链接 | https://openreview.net/pdf?id=rkem91rtDB
作者 | Lichen Wang, Bo Zong, Qianqian Ma, Wei Cheng, Jingchao Ni, Wenchao Yu, Yanchi Liu, Dongjin Song, Haifeng Chen, Yun Fu
单位 | Northeastern University; Boston University

PairNorm: Tackling Oversmoothing in GNNs
链接 | https://openreview.net/pdf?id=rkecl1rtwB
作者 | Lingxiao Zhao, Leman Akoglu
单位 | Carnegie Mellon University

DropEdge: Towards Deep Graph Convolutional Networks on Node Classification
链接 | https://openreview.net/pdf?id=Hkx1qkrKPr
作者 | Yu Rong, Wenbing Huang, Tingyang Xu, Junzhou Huang
单位 | Tencent AI Lab; Tsinghua University

GraphSAINT: Graph Sampling Based Inductive Learning Method
链接 | https://openreview.net/pdf?id=BJe8pkHFwS
作者 | Hanqing Zeng, Hongkuan Zhou, Ajitesh Srivastava, Rajgopal Kannan, Viktor Prasanna
单位 | University of Southern California;

GraphZoom: A Multi-level Spectral Approach for Accurate and Scalable Graph Embedding
链接 | https://openreview.net/pdf?id=r1lGO0EKDH
作者 | Chenhui Deng, Zhiqiang Zhao, Yongyu Wang, Zhiru Zhang, Zhuo Feng
单位 | Cornell University;

Strategies for Pre-training Graph Neural Networks
链接 | https://openreview.net/pdf?id=HJlWWJSFDH
作者 | Weihua Hu, Bowen Liu, Joseph Gomes, Marinka Zitnik, Percy Liang, Vijay Pande, Jure Leskovec
单位 | Stanford University; The University of Iowa; Harvard University

InfoGraph: Unsupervised and Semi-supervised Graph-Level Representation Learning via Mutual Information Maximization
链接 | https://openreview.net/pdf?id=r1lfF2NYvH
作者 | Fan-Yun Sun, Jordan Hoffman, Vikas Verma, Jian Tang
单位 | National * University; MILA; Harvard University

FEW-SHOT LEARNING ON GRAPHS VIA SUPER-CLASSES BASED ON GRAPH SPECTRAL MEASURES
链接 | https://openreview.net/pdf?id=Bkeeca4Kvr
作者 | Jatin Chauhan, Deepak Nathani, Manohar Kaul

A Fair Comparison of Graph Neural Networks for Graph Classification
链接 | https://openreview.net/pdf?id=HygDF6NFPB
作者 | Federico Errica, Marco Podda, Davide Bacciu, Alessio Micheli

StructPool: Structured Graph Pooling via Conditional Random Fields
链接 | https://openreview.net/pdf?id=BJxg_hVtwH
作者 | Hao Yuan, Shuiwang Ji
单位 | Texas A&M University;

Memory-Based Graph Networks
链接 | https://openreview.net/pdf?id=r1laNeBYPB
作者 | Amir Hosein Khasahmadi, Kaveh Hassani, Parsa Moradi, Leo Lee, Quaid Morris
单位 | University of Toronto; Vector Institute

Directional Message Passing for Molecular Graphs
链接 | https://openreview.net/pdf?id=B1eWbxStPH
作者 | Johannes Klicpera, Janek Groß, Stephan Günnemann

GraphAF: a Flow-based Autoregressive Model for Molecular Graph Generation
链接 | https://openreview.net/pdf?id=S1esMkHYPr
作者 | Chence Shi, Minkai Xu, Zhaocheng Zhu, Weinan Zhang, Ming Zhang, Jian Tang
单位 | Peking University; Shanghai Jiao Tong University

Reinforcement Learning Based Graph-to-Sequence Model for Natural Question Generation
链接 | https://openreview.net/pdf?id=HygnDhEtvr
作者 | Yu Chen, Lingfei Wu, Mohammed J. Zaki
单位 | Rensselaer Polytechnic Institute; IBM Research

Graph Convolutional Reinforcement Learning
链接 | https://openreview.net/pdf?id=HkxdQkSYDB
作者 | Jiechuan Jiang, Chen Dun, Tiejun Huang, Zongqing Lu
单位 | Peking University; Rice University

LambdaNet: Probabilistic Type Inference using Graph Neural Networks
链接 | https://openreview.net/pdf?id=Hkx6hANtwH
作者 | Jiayi Wei, Maruth Goyal, Greg Durrett, Isil Dillig
单位 | University of Texas at Austin

HOPPITY: LEARNING GRAPH TRANSFORMATIONS TO DETECT AND FIX BUGS IN PROGRAMS
链接 | https://openreview.net/pdf?id=SJeqs6EFvB
作者 | Elizabeth Dinella, Hanjun Dai, Ziyang Li, Mayur Naik, Le Song, Ke Wang
单位 | University of Pennsylvania; Google Brain; Georgia Tech

Global Relational Models of Source Code
链接 | https://openreview.net/pdf?id=B1lnbRNtwr
作者 | Vincent J. Hellendoorn, Charles Sutton, Rishabh Singh, Petros Maniatis, David Bieber
单位 | Google Research

Learning deep graph matching with channel-independent embedding and Hungarian attention
链接 | https://openreview.net/pdf?id=rJgBd2NYPH
作者 | Tianshu Yu, Runzhong Wang, Junchi Yan, Baoxin Li
单位 | Arizona State University; Shanghai Jiao Tong University

Deep Graph Matching Consensus
链接 | https://openreview.net/pdf?id=HyeJf1HKvS
作者 | Matthias Fey, Jan E. Lenssen, Christopher Morris, Jonathan Masci, Nils M. Kriege

Hyper-SAGNN: a self-attention based graph neural network for hypergraphs
链接 | https://openreview.net/pdf?id=ryeHuJBtPH
作者 | Ruochi Zhang, Yuesong Zou, Jian Ma
单位 | Carnegie Mellon University; Tsinghua University

Physics-aware Difference Graph Networks for Sparsely-Observed Dynamics
链接 | https://openreview.net/pdf?id=r1gelyrtwH
作者 | Sungyong Seo, Chuizheng Meng, Yan Liu
单位 | University of Southern California

Low-dimensional statistical manifold embedding of directed graphs
链接 | https://openreview.net/pdf?id=SkxQp1StDH
作者 | Thorben Funke, Tian Guo, Alen Lancic, Nino Antulov-Fantulin

Neural Execution of Graph Algorithms
链接 | https://openreview.net/pdf?id=SkgKO0EtvS
作者 | Petar Veličković, Rex Ying, Matilde Padovano, Raia Hadsell, Charles Blundell
单位 | DeepMind; Stanford University; University of Cambridge

Abstract Diagrammatic Reasoning with Multiplex Graph Networks
链接 | https://openreview.net/pdf?id=ByxQB1BKwH
作者 | Duo Wang, Mateja Jamnik, Pietro Lio
单位 | University of Cambridge