Hierarchical Graph Representation Learning with Differentiable Pooling

22 June 2018

Xiang Ren

Papers citing "Hierarchical Graph Representation Learning with Differentiable Pooling"

50 / 946 papers shown

Title
Sparse hierarchical representation learning on molecular graphs M. Bal Hagen Triendl Mariana Assmann M. Craig Lawrence Phillips J. Frost Usman Bashir Noor Shaker V. Stojevic GNN 8 1 0 06 Aug 2019
InfoGraph: Unsupervised and Semi-supervised Graph-Level Representation Learning via Mutual Information Maximization Fan-Yun Sun Jordan Hoffmann Vikas Verma Jian Tang SSL 38 840 0 31 Jul 2019
Node Attribute Generation on Graphs Xu Chen Siheng Chen Huangjie Zheng Jiangchao Yao Kenan Cui Ya-Qin Zhang Ivor W. Tsang 23 2 0 23 Jul 2019
Image Classification with Hierarchical Multigraph Networks Boris Knyazev Xiaoyu Lin Mohamed R. Amer Graham W. Taylor GNN BDL 22 35 0 21 Jul 2019
k-hop Graph Neural Networks Giannis Nikolentzos George Dasoulas Michalis Vazirgiannis 21 104 0 13 Jul 2019
GraphSAINT: Graph Sampling Based Inductive Learning Method Hanqing Zeng Hongkuan Zhou Ajitesh Srivastava R. Kannan Viktor Prasanna GNN 60 948 0 10 Jul 2019
Influence maximization in unknown social networks: Learning Policies for Effective Graph Sampling Harshavardhan Kamarthi Priyesh Vijayan Bryan Wilder Balaraman Ravindran Milind Tambe 8 38 0 08 Jul 2019
Graph Representation Learning via Hard and Channel-Wise Attention Networks Hongyang Gao Shuiwang Ji GNN 17 57 0 05 Jul 2019
Network Embedding: on Compression and Learning Esra Akbas M. E. Aktas GNN 11 9 0 05 Jul 2019
Improving Attention Mechanism in Graph Neural Networks via Cardinality Preservation Shuo-feng Zhang Lei Xie GNN 26 55 0 04 Jul 2019
Bayesian Optimization on Large Graphs via a Graph Convolutional Generative Model: Application in Cardiac Model Personalization Jwala Dhamala S. Ghimire J. Sapp B. Horácek Linwei Wang MedIm 26 12 0 01 Jul 2019
iPool -- Information-based Pooling in Hierarchical Graph Neural Networks Xing Gao H. Xiong P. Frossard 19 41 0 01 Jul 2019
Spectral Clustering with Graph Neural Networks for Graph Pooling F. Bianchi Daniele Grattarola C. Alippi GNN 16 39 0 30 Jun 2019
Ego-CNN: Distributed, Egocentric Representations of Graphs for Detecting Critical Structures Ruo-Chun Tzeng Shan-Hung Wu GNN 11 13 0 23 Jun 2019
Alchemy: A Quantum Chemistry Dataset for Benchmarking AI Models Guangyong Chen Pengfei Chen Chang-Yu Hsieh Chee-Kong Lee B. Liao ... J. Qiu Qiming Sun Jie Tang R. Zemel Shengyu Zhang 11 75 0 22 Jun 2019
Popularity Prediction on Social Platforms with Coupled Graph Neural Networks Qi Cao Huawei Shen Jinhua Gao Bingzheng Wei Xueqi Cheng GNN 14 130 0 21 Jun 2019
Graph Star Net for Generalized Multi-Task Learning H. Lu Seth H. Huang Tian Ye Xiuyan Guo GNN 27 46 0 21 Jun 2019
Utilizing Edge Features in Graph Neural Networks via Variational Information Maximization Pengfei Chen Weiwen Liu Chang-Yu Hsieh Guangyong Chen Shengyu Zhang 17 21 0 13 Jun 2019
Multiple instance learning with graph neural networks Ming Tu Jing Huang Xiaodong He Bowen Zhou 6 59 0 12 Jun 2019
Hierarchical Graph-to-Graph Translation for Molecules Wengong Jin Regina Barzilay Tommi Jaakkola 21 16 0 11 Jun 2019
Position-aware Graph Neural Networks Jiaxuan You Rex Ying J. Leskovec 8 489 0 11 Jun 2019
Out-of-Vocabulary Embedding Imputation with Grounded Language Information by Graph Convolutional Networks Ziyi Yang Chenguang Zhu Vin Sachidananda Eric F. Darve 13 4 0 10 Jun 2019
Attacking Graph Convolutional Networks via Rewiring Yao Ma Suhang Wang Tyler Derr Lingfei Wu Jiliang Tang AAML GNN 19 82 0 10 Jun 2019
Redundancy-Free Computation Graphs for Graph Neural Networks Zhihao Jia Sina Lin Rex Ying Jiaxuan You J. Leskovec Alexander Aiken GNN 21 11 0 09 Jun 2019
FSPool: Learning Set Representations with Featurewise Sort Pooling Yan Zhang Jonathon S. Hare Adam Prugel-Bennett 17 75 0 06 Jun 2019
DEMO-Net: Degree-specific Graph Neural Networks for Node and Graph Classification Jun Wu Jingrui He Jiejun Xu GNN 16 195 0 05 Jun 2019
Graph WaveNet for Deep Spatial-Temporal Graph Modeling Zonghan Wu Shirui Pan Guodong Long Jing Jiang Chengqi Zhang GNN AI4TS 11 2,100 0 31 May 2019
End to end learning and optimization on graphs Bryan Wilder Eric Ewing B. Dilkina Milind Tambe GNN 29 102 0 31 May 2019
Graph Neural Tangent Kernel: Fusing Graph Neural Networks with Graph Kernels S. Du Kangcheng Hou Barnabás Póczós Ruslan Salakhutdinov Ruosong Wang Keyulu Xu 7 266 0 30 May 2019
Graph Learning Network: A Structure Learning Algorithm Darwin Danilo Saire Pilco Adín Ramirez Rivera GNN 11 15 0 29 May 2019
Strategies for Pre-training Graph Neural Networks Weihua Hu Bowen Liu Joseph Gomes Marinka Zitnik Percy Liang Vijay S. Pande J. Leskovec SSL AI4CE 12 1,357 0 29 May 2019
Towards Interpretable Sparse Graph Representation Learning with Laplacian Pooling Emmanuel Noutahi Dominique Beaini Julien Horwood Sébastien Giguère Prudencio Tossou AI4CE 14 34 0 28 May 2019
Representation Learning for Dynamic Graphs: A Survey Seyed Mehran Kazemi Rishab Goel Kshitij Jain I. Kobyzev Akshay Sethi Peter Forsyth Pascal Poupart AI4TS AI4CE GNN 18 445 0 27 May 2019
Incidence Networks for Geometric Deep Learning Marjan Albooyeh Daniele Bertolini Siamak Ravanbakhsh GNN 17 26 0 27 May 2019
Provably Powerful Graph Networks Haggai Maron Heli Ben-Hamu Hadar Serviansky Y. Lipman 22 562 0 27 May 2019
Graph Filtration Learning Christoph Hofer Florian Graf Bastian Alexander Rieck Marc Niethammer Roland Kwitt 14 96 0 27 May 2019
Edge Contraction Pooling for Graph Neural Networks Frederik Diehl GNN 13 130 0 27 May 2019
Mutual Information Maximization in Graph Neural Networks Xinhan Di Pengqian Yu Rui Bu Mingchao Sun 27 21 0 21 May 2019
Function Space Pooling For Graph Convolutional Networks P. Corcoran GNN 23 3 0 15 May 2019
Embeddings and Representation Learning for Structured Data Benjamin Paassen Claudio Gallicchio A. Micheli A. Sperduti 21 7 0 15 May 2019
Hierarchically Structured Meta-learning Huaxiu Yao Ying Wei Junzhou Huang Z. Li 30 203 0 13 May 2019
On Graph Classification Networks, Datasets and Baselines Enxhell Luzhnica Ben Day Pietro Lió GNN 18 19 0 12 May 2019
Language in Our Time: An Empirical Analysis of Hashtags Yang Zhang 15 26 0 11 May 2019
Graph U-Nets Hongyang Gao Shuiwang Ji AI4CE SSL SSeg GNN 25 1,062 0 11 May 2019
PiNet: A Permutation Invariant Graph Neural Network for Graph Classification Peter Meltzer Marcelo Daniel Gutierrez Mallea Peter J Bentley GNN 17 12 0 08 May 2019
Neural 3D Morphable Models: Spiral Convolutional Networks for 3D Shape Representation Learning and Generation Giorgos Bouritsas Sergiy Bokhnyak Stylianos Ploumpis M. Bronstein S. Zafeiriou MedIm 3DH 23 161 0 08 May 2019
Understanding Attention and Generalization in Graph Neural Networks Boris Knyazev Graham W. Taylor Mohamed R. Amer GNN 6 336 0 08 May 2019
Single Image 3D Hand Reconstruction with Mesh Convolutions Dominik Kulon Haoyang Wang R. Güler M. Bronstein S. Zafeiriou 3DH 11 58 0 04 May 2019
Stability and Generalization of Graph Convolutional Neural Networks Saurabh Verma Zhi-Li Zhang GNN MLT 21 153 0 03 May 2019
MixHop: Higher-Order Graph Convolutional Architectures via Sparsified Neighborhood Mixing Sami Abu-El-Haija Bryan Perozzi Amol Kapoor N. Alipourfard Kristina Lerman Hrayr Harutyunyan Greg Ver Steeg Aram Galstyan GNN 19 879 0 30 Apr 2019