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
Fake News Detection in Social Media using Graph Neural Networks and NLP Techniques: A COVID-19 Use-case A. Hamid Nasrullah Shiekh Naina Said Kashif Ahmad Asma Gul Laiq Hassan Ala I. Al-Fuqaha 24 37 0 30 Nov 2020
Analyzing Unaligned Multimodal Sequence via Graph Convolution and Graph Pooling Fusion Sijie Mai Songlong Xing Jiaxuan He Ying Zeng Haifeng Hu GNN 11 21 0 27 Nov 2020
Efficient Information Diffusion in Time-Varying Graphs through Deep Reinforcement Learning Matheus R. F. Mendonça André Barreto A. Ziviani 19 6 0 27 Nov 2020
Quantifying Explainers of Graph Neural Networks in Computational Pathology Guillaume Jaume Pushpak Pati Behzad Bozorgtabar Antonio Foncubierta-Rodríguez Florinda Feroce A. Anniciello T. Rau Jean-Philippe Thiran M. Gabrani O. Goksel FAtt 26 76 0 25 Nov 2020
AutoGraph: Automated Graph Neural Network Yaoman Li Irwin King GNN 27 43 0 23 Nov 2020
Design Space for Graph Neural Networks Jiaxuan You Rex Ying J. Leskovec GNN AI4CE 33 315 0 17 Nov 2020
Two-stage Training of Graph Neural Networks for Graph Classification Manh Tuan Do Noseong Park Kijung Shin GNN 16 10 0 10 Nov 2020
Graph Kernels: State-of-the-Art and Future Challenges Karsten M. Borgwardt Elisabetta Ghisu Felipe Llinares-López Leslie O’Bray Bastian Alexander Rieck AI4TS 31 103 0 07 Nov 2020
Learning on Attribute-Missing Graphs Xu Chen Siheng Chen Jiangchao Yao Huangjie Zheng Ya Zhang Ivor W Tsang 32 86 0 03 Nov 2020
Sampling and Recovery of Graph Signals based on Graph Neural Networks Siheng Chen Maosen Li Ya Zhang 29 4 0 03 Nov 2020
Labeling Trick: A Theory of Using Graph Neural Networks for Multi-Node Representation Learning Muhan Zhang Pan Li Yinglong Xia Kai Wang Long Jin 19 186 0 30 Oct 2020
Metapath- and Entity-aware Graph Neural Network for Recommendation Muhammad Umer Anwaar Zhiwei Han Shyam Arumugaswamy Rayyan Ahmad Khan Thomas Weber Tianming Qiu Hao Shen Yuanting Liu M. Kleinsteuber 21 8 0 22 Oct 2020
Joint Use of Node Attributes and Proximity for Semi-Supervised Classification on Graphs Arpit Merchant M. Mathioudakis 15 1 0 22 Oct 2020
Rethinking pooling in graph neural networks Diego Mesquita Amauri Souza Samuel Kaski GNN AI4CE 28 116 0 22 Oct 2020
Line Graph Neural Networks for Link Prediction Lei Cai Jundong Li Jie Wang Shuiwang Ji GNN 151 195 0 20 Oct 2020
Topology-Aware Graph Pooling Networks Hongyang Gao Yi Liu Shuiwang Ji 15 89 0 19 Oct 2020
PGM-Explainer: Probabilistic Graphical Model Explanations for Graph Neural Networks Minh Nhat Vu My T. Thai BDL 18 328 0 12 Oct 2020
Multivariate Time Series Classification with Hierarchical Variational Graph Pooling Ziheng Duan Haoyan Xu Yueyang Wang Yida Huang Anni Ren Qianru Zhang Yizhou Sun Wei Wang AI4TS 18 57 0 12 Oct 2020
Graph Information Bottleneck for Subgraph Recognition Junchi Yu Tingyang Xu Yu Rong Yatao Bian Junzhou Huang Ran He 30 153 0 12 Oct 2020
Towards Expressive Graph Representation Chengsheng Mao Liang Yao Yuan Luo 26 2 0 12 Oct 2020
Locality Preserving Dense Graph Convolutional Networks with Graph Context-Aware Node Representations Wenfeng Liu Maoguo Gong Zedong Tang •. A. K. Qin GNN 39 13 0 12 Oct 2020
Smooth Variational Graph Embeddings for Efficient Neural Architecture Search Jovita Lukasik David Friede Arber Zela Frank Hutter M. Keuper 29 19 0 09 Oct 2020
A Survey of Knowledge-Enhanced Text Generation Wenhao Yu Chenguang Zhu Zaitang Li Zhiting Hu Qingyun Wang Heng Ji Meng Jiang 32 279 0 09 Oct 2020
Graph Cross Networks with Vertex Infomax Pooling Maosen Li Siheng Chen Ya Zhang Ivor W. Tsang 27 58 0 05 Oct 2020
A Unified View on Graph Neural Networks as Graph Signal Denoising Yao Ma Xiaorui Liu Tong Zhao Yozen Liu Jiliang Tang Neil Shah AI4CE 36 176 0 05 Oct 2020
Efficient Colon Cancer Grading with Graph Neural Networks Franziska Lippoldt GNN MedIm 26 2 0 02 Oct 2020
Multi-grained Semantics-aware Graph Neural Networks Zhiqiang Zhong Chengzong Li Jun Pang AI4CE 19 8 0 01 Oct 2020
Computing Graph Neural Networks: A Survey from Algorithms to Accelerators S. Abadal Akshay Jain Robert Guirado Jorge López-Alonso Eduard Alarcón GNN 43 226 0 30 Sep 2020
Heterogeneous Molecular Graph Neural Networks for Predicting Molecule Properties Zeren Shui George Karypis 29 62 0 26 Sep 2020
Revisiting Graph Convolutional Network on Semi-Supervised Node Classification from an Optimization Perspective Hongwei Zhang Tijin Yan Zenjun Xie Yuanqing Xia Yuan Zhang GNN 21 24 0 24 Sep 2020
GraphCrop: Subgraph Cropping for Graph Classification Yiwei Wang Wei Wang Keli Zhang Yujun Cai Bryan Hooi 25 57 0 22 Sep 2020
Explainable, Stable, and Scalable Graph Convolutional Networks for Learning Graph Representation Ping-En Lu Cheng-Shang Chang GNN 6 3 0 22 Sep 2020
Uncertainty-aware Attention Graph Neural Network for Defending Adversarial Attacks Boyuan Feng Yuke Wang Zhilin Wang Yufei Ding AAML 19 34 0 22 Sep 2020
Scalable Adversarial Attack on Graph Neural Networks with Alternating Direction Method of Multipliers Boyuan Feng Yuke Wang Xu Li Yufei Ding GNN AAML 16 2 0 22 Sep 2020
Learned Low Precision Graph Neural Networks Yiren Zhao Duo Wang Daniel Bates Robert D. Mullins M. Jamnik Pietro Lio GNN 39 34 0 19 Sep 2020
Contrastive Self-supervised Learning for Graph Classification Jiaqi Zeng P. Xie SSL 41 153 0 13 Sep 2020
Certified Robustness of Graph Classification against Topology Attack with Randomized Smoothing Zhidong Gao Rui Hu Yanmin Gong AAML OOD 8 16 0 12 Sep 2020
Transfer Learning of Graph Neural Networks with Ego-graph Information Maximization Qi Zhu Carl Yang Yidan Xu Haonan Wang Chao Zhang Jiawei Han 48 117 0 11 Sep 2020
Privacy Analysis of Deep Learning in the Wild: Membership Inference Attacks against Transfer Learning Yang Zou Zhikun Zhang Michael Backes Yang Zhang MIACV 17 32 0 10 Sep 2020
Hierarchical Message-Passing Graph Neural Networks Zhiqiang Zhong Cheng-Te Li Jun Pang 30 47 0 08 Sep 2020
Beyond Observed Connections : Link Injection Jie Bu M. Maruf Arka Daw GNN 19 0 0 02 Sep 2020
Lifelong Graph Learning Chen Wang Yuheng Qiu Dasong Gao Sebastian Scherer CLL GNN AI4CE 28 51 0 01 Sep 2020
Distance Encoding: Design Provably More Powerful Neural Networks for Graph Representation Learning Pan Li Yanbang Wang Hongwei Wang J. Leskovec GNN 31 12 0 31 Aug 2020
CORAL: COde RepresentAtion Learning with Weakly-Supervised Transformers for Analyzing Data Analysis Ashley Ge Zhang Michael Merrill Yang Liu Jeffrey Heer Tim Althoff ViT 28 13 0 28 Aug 2020
Graph Convolutional Neural Networks with Node Transition Probability-based Message Passing and DropNode Regularization T. Do Duc Minh Nguyen Giannis Bekoulis Adrian Munteanu Nikos Deligiannis 19 36 0 28 Aug 2020
Graph Learning for Combinatorial Optimization: A Survey of State-of-the-Art Yun Peng Byron Choi Jianliang Xu 25 5 0 26 Aug 2020
Deep Neural Network for 3D Surface Segmentation based on Contour Tree Hierarchy Wenchong He Arpan Man Sainju Zhe Jiang Da Yan 18 9 0 25 Aug 2020
Tree Structure-Aware Graph Representation Learning via Integrated Hierarchical Aggregation and Relational Metric Learning Ziyue Qiao Pengyang Wang Yanjie Fu Yi Du P. Wang Yuanchun Zhou 25 18 0 23 Aug 2020
Surrogate NAS Benchmarks: Going Beyond the Limited Search Spaces of Tabular NAS Benchmarks Arber Zela Julien N. Siems Lucas Zimmer Jovita Lukasik M. Keuper Frank Hutter 42 76 0 22 Aug 2020
A comparative study of similarity-based and GNN-based link prediction approaches K. Islam Sabeur Aridhi Malika Smaïl-Tabbone 25 10 0 20 Aug 2020