Graph U-Nets

11 May 2019

Papers citing "Graph U-Nets"

50 / 510 papers shown

Title
Mimetic Neural Networks: A unified framework for Protein Design and Folding Moshe Eliasof Tue Boesen E. Haber C. Keasar Eran Treister AI4CE 71 12 0 07 Feb 2021
Graph Coarsening with Neural Networks Chen Cai Dingkang Wang Yusu Wang DD 182 68 0 02 Feb 2021
GraphDF: A Discrete Flow Model for Molecular Graph Generation Youzhi Luo Keqiang Yan Shuiwang Ji DRL 267 200 0 01 Feb 2021
GraphEBM: Molecular Graph Generation with Energy-Based Models Meng Liu Keqiang Yan Bora Oztekin Shuiwang Ji 98 88 0 31 Jan 2021
SUGAR: Subgraph Neural Network with Reinforcement Pooling and Self-Supervised Mutual Information Mechanism Qingyun Sun Jianxin Li Hao Peng Hongzhi Zhang Yuanxing Ning Phillip S. Yu Lifang He 71 168 0 20 Jan 2021
LaneRCNN: Distributed Representations for Graph-Centric Motion Forecasting Wenyuan Zeng Ming Liang Renjie Liao R. Urtasun GNN 107 183 0 17 Jan 2021
Node2Seq: Towards Trainable Convolutions in Graph Neural Networks Hao Yuan Shuiwang Ji GNN 132 7 0 06 Jan 2021
Discourse-level Relation Extraction via Graph Pooling I-Hung Hsu Xiaoyu Guo Premkumar Natarajan Nanyun Peng GNN AI4CE 89 11 0 01 Jan 2021
LookHops: light multi-order convolution and pooling for graph classification Zhangyang Gao Haitao Lin Stan. Z Li 60 6 0 28 Dec 2020
Graph Autoencoders with Deconvolutional Networks Jia Li Tomas Yu Da-Cheng Juan Arjun Gopalan Hong Cheng Andrew Tomkins GNN 57 8 0 22 Dec 2020
Graph Neural Networks: Taxonomy, Advances and Trends Yu Zhou Haixia Zheng Xin Huang Shufeng Hao Dengao Li Jumin Zhao AI4TS 172 127 0 16 Dec 2020
Hierarchical Graph Capsule Network Jinyu Yang P. Zhao Yu Rong Chao-chao Yan Chunyuan Li Hehuan Ma Junzhou Huang 69 31 0 16 Dec 2020
Decimated Framelet System on Graphs and Fast G-Framelet Transforms Xuebin Zheng Bingxin Zhou Yu Guang Wang Xiaosheng Zhuang 113 36 0 12 Dec 2020
GDPNet: Refining Latent Multi-View Graph for Relation Extraction Fuzhao Xue Aixin Sun Hao Zhang Eng Siong Chng 71 86 0 12 Dec 2020
CommPOOL: An Interpretable Graph Pooling Framework for Hierarchical Graph Representation Learning Haoteng Tang Guixiang Ma Lifang He Heng-Chiao Huang Liang Zhan GNN 97 25 0 10 Dec 2020
Utilising Graph Machine Learning within Drug Discovery and Development Thomas Gaudelet Ben Day Arian R. Jamasb Jyothish Soman Cristian Regep ... Jian Tang D. Roblin Tom L. Blundell M. Bronstein J. Taylor-King AI4CE 97 38 0 09 Dec 2020
MVHM: A Large-Scale Multi-View Hand Mesh Benchmark for Accurate 3D Hand Pose Estimation Liangjian Chen Shih-Yao Lin Yusheng Xie Yen-Yu Lin Xiaohui Xie 3DH 90 26 0 06 Dec 2020
Graph Convolutional Neural Networks for Body Force Prediction Francis Ogoke Kazem Meidani Amirreza Hashemi A. Farimani GNN AI4CE 46 62 0 03 Dec 2020
Interpretable Graph Capsule Networks for Object Recognition Jindong Gu Volker Tresp FAtt 76 36 0 03 Dec 2020
CPF: Learning a Contact Potential Field to Model the Hand-Object Interaction Lixin Yang Xinyu Zhan Kailin Li Wenqiang Xu Jiefeng Li Cewu Lu 88 128 0 02 Dec 2020
Can neural networks learn persistent homology features? Guido Montúfar N. Otter Yuguang Wang 61 12 0 30 Nov 2020
Reinforced Molecular Optimization with Neighborhood-Controlled Grammars Chenchen Xu Qiao Liu Minlie Huang Tao Jiang GNN OffRL 56 20 0 14 Nov 2020
Two-stage Training of Graph Neural Networks for Graph Classification Manh Tuan Do Noseong Park Kijung Shin GNN 62 10 0 10 Nov 2020
Semantic and Relational Spaces in Science of Science: Deep Learning Models for Article Vectorisation Diego Kozlowski Jennifer Dusdal Jun Pang A. Zilian 22 17 0 05 Nov 2020
Sampling and Recovery of Graph Signals based on Graph Neural Networks Siheng Chen Maosen Li Ya Zhang 144 4 0 03 Nov 2020
Reliable Graph Neural Networks via Robust Aggregation Simon Geisler Daniel Zügner Stephan Günnemann AAML OOD 60 72 0 29 Oct 2020
Learning to Infer Unseen Attribute-Object Compositions Hui Chen Zhixiong Nan Jingjing Jiang N. Zheng OCL CoGe 31 8 0 27 Oct 2020
Towards Scale-Invariant Graph-related Problem Solving by Iterative Homogeneous Graph Neural Networks Hao Tang Zhiao Huang Jiayuan Gu Bao-Liang Lu Hao Su AI4CE 70 9 0 26 Oct 2020
Primal-Dual Mesh Convolutional Neural Networks Francesco Milano Antonio Loquercio Antoni Rosinol Davide Scaramuzza Luca Carlone 3DPC AI4CE 105 93 0 23 Oct 2020
Rethinking pooling in graph neural networks Diego Mesquita Amauri Souza Samuel Kaski GNN AI4CE 293 119 0 22 Oct 2020
Line Graph Neural Networks for Link Prediction Lei Cai Jundong Li Jie Wang Shuiwang Ji GNN 212 204 0 20 Oct 2020
Topology-Aware Graph Pooling Networks Hongyang Gao Yi Liu Shuiwang Ji 55 91 0 19 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 73 58 0 12 Oct 2020
Graph Information Bottleneck for Subgraph Recognition Junchi Yu Tingyang Xu Yu Rong Yatao Bian Junzhou Huang Ran He 60 157 0 12 Oct 2020
Data-Driven Learning of Geometric Scattering Networks Alexander Tong Frederik Wenkel Kincaid MacDonald Smita Krishnaswamy Guy Wolf GNN 59 5 0 06 Oct 2020
Graph Cross Networks with Vertex Infomax Pooling Maosen Li Siheng Chen Ya Zhang Ivor W. Tsang 121 60 0 05 Oct 2020
Multi-grained Semantics-aware Graph Neural Networks Zhiqiang Zhong Chengzong Li Jun Pang AI4CE 64 9 0 01 Oct 2020
Multi-hop Attention Graph Neural Network Guangtao Wang Rex Ying Jing Huang J. Leskovec 82 135 0 29 Sep 2020
Medical Image Segmentation Using Deep Learning: A Survey Risheng Wang Tao Lei Xiaogang Du Yong Wan Hongying Meng Asoke K. Nandi SSeg OOD 115 579 0 28 Sep 2020
GSR-Net: Graph Super-Resolution Network for Predicting High-Resolution from Low-Resolution Functional Brain Connectomes Megi Isallari I. Rekik 61 10 0 23 Sep 2020
Contrastive Self-supervised Learning for Graph Classification Jiaqi Zeng P. Xie SSL 115 156 0 13 Sep 2020
Certified Robustness of Graph Classification against Topology Attack with Randomized Smoothing Zhidong Gao Rui Hu Yanmin Gong AAML OOD 60 16 0 12 Sep 2020
Hierarchical Message-Passing Graph Neural Networks Zhiqiang Zhong Cheng-Te Li Jun Pang 94 50 0 08 Sep 2020
Rethinking Graph Regularization for Graph Neural Networks Han Yang Kaili Ma James Cheng AI4CE 82 74 0 04 Sep 2020
Beyond Observed Connections : Link Injection Jie Bu M. Maruf Arka Daw GNN 21 0 0 02 Sep 2020
Scene-Graph Augmented Data-Driven Risk Assessment of Autonomous Vehicle Decisions S. Yu Arnav V. Malawade Deepan Muthirayan Pramod P. Khargonekar Mohammad Abdullah Al Faruque 80 88 0 31 Aug 2020
Deep Hypergraph U-Net for Brain Graph Embedding and Classification Mert Lostar I. Rekik GNN 35 10 0 30 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 57 38 0 28 Aug 2020
Deep Neural Network for 3D Surface Segmentation based on Contour Tree Hierarchy Wenchong He Arpan Man Sainju Zhe Jiang Da Yan 111 9 0 25 Aug 2020
Cross-Modal Hierarchical Modelling for Fine-Grained Sketch Based Image Retrieval Aneeshan Sain A. Bhunia Yongxin Yang Tao Xiang Yi-Zhe Song 77 50 0 29 Jul 2020