Fast Graph Representation Learning with PyTorch Geometric

6 March 2019

Papers citing "Fast Graph Representation Learning with PyTorch Geometric"

50 / 2,140 papers shown

Title
Wireless 3D Point Cloud Delivery Using Deep Graph Neural Networks T. Fujihashi T. Koike-Akino Siheng Chen Takashi Watanabe 3DPC 11 14 0 17 Jun 2020
Isometric Graph Neural Networks Matthew Walker Bo Yan Yiou Xiao Yafei Wang Ayan Acharya GNN 12 2 0 16 Jun 2020
Multipole Graph Neural Operator for Parametric Partial Differential Equations Zong-Yi Li Nikola B. Kovachki Kamyar Azizzadenesheli Burigede Liu K. Bhattacharya Andrew M. Stuart Anima Anandkumar AI4CE 8 371 0 16 Jun 2020
Wasserstein Embedding for Graph Learning Soheil Kolouri Navid Naderializadeh Gustavo K. Rohde Heiko Hoffmann GNN 14 84 0 16 Jun 2020
Improving Graph Neural Network Expressivity via Subgraph Isomorphism Counting Giorgos Bouritsas Fabrizio Frasca S. Zafeiriou M. Bronstein 33 419 0 16 Jun 2020
Adaptive Universal Generalized PageRank Graph Neural Network Eli Chien Jianhao Peng Pan Li O. Milenkovic 20 702 0 14 Jun 2020
Global Attention Improves Graph Networks Generalization Omri Puny Heli Ben-Hamu Y. Lipman 12 22 0 14 Jun 2020
DeeperGCN: All You Need to Train Deeper GCNs Guohao Li Chenxin Xiong Ali K. Thabet Bernard Ghanem GNN 14 431 0 13 Jun 2020
Understanding and Resolving Performance Degradation in Graph Convolutional Networks Kuangqi Zhou Yanfei Dong Kaixin Wang W. Lee Bryan Hooi Huan Xu Jiashi Feng GNN BDL 34 88 0 12 Jun 2020
TorsionNet: A Reinforcement Learning Approach to Sequential Conformer Search T. Gogineni Ziping Xu E. Punzalan Runxuan Jiang Joshua A Kammeraad Ambuj Tewari Paul M. Zimmerman AI4CE 6 31 0 12 Jun 2020
Learning to Extrapolate Knowledge: Transductive Few-shot Out-of-Graph Link Prediction Jinheon Baek Dong Bok Lee Sung Ju Hwang 17 86 0 11 Jun 2020
GNNAdvisor: An Adaptive and Efficient Runtime System for GNN Acceleration on GPUs Yuke Wang Boyuan Feng Gushu Li Shuangchen Li Lei Deng Yuan Xie Yufei Ding GNN 6 120 0 11 Jun 2020
Bi-Level Graph Neural Networks for Drug-Drug Interaction Prediction Yunsheng Bai Ken Gu Yizhou Sun Wei Wang GNN 6 15 0 11 Jun 2020
Implicit Kernel Attention Kyungwoo Song Yohan Jung Dongjun Kim Il-Chul Moon 6 16 0 11 Jun 2020
On the Bottleneck of Graph Neural Networks and its Practical Implications Uri Alon Eran Yahav GNN 8 658 0 09 Jun 2020
Understanding Graph Neural Networks from Graph Signal Denoising Perspectives Guoji Fu Yifan Hou Jian Zhang Kaili Ma Barakeel Fanseu Kamhoua James Cheng 9 18 0 08 Jun 2020
Fully Convolutional Mesh Autoencoder using Efficient Spatially Varying Kernels Yi Zhou Chenglei Wu Zimo Li Chen Cao Yuting Ye Jason M. Saragih Hao Li Yaser Sheikh 13 74 0 08 Jun 2020
Deep Graph Contrastive Representation Learning Yanqiao Zhu Yichen Xu Feng Yu Qiang Liu Shu Wu Liang Wang SSL 8 790 0 07 Jun 2020
DiffGCN: Graph Convolutional Networks via Differential Operators and Algebraic Multigrid Pooling Moshe Eliasof Eran Treister 6 25 0 07 Jun 2020
Geometric Graph Representations and Geometric Graph Convolutions for Deep Learning on Three-Dimensional (3D) Graphs Daniel T. Chang GNN 16 3 0 02 Jun 2020
CNNs on Surfaces using Rotation-Equivariant Features R. Wiersma E. Eisemann Klaus Hildebrandt 13 69 0 02 Jun 2020
RelEx: A Model-Agnostic Relational Model Explainer Yue Zhang David DeFazio Arti Ramesh 8 104 0 30 May 2020
Non-Local Graph Neural Networks Meng Liu Zhengyang Wang Shuiwang Ji 11 161 0 29 May 2020
Graph Neural Network for Hamiltonian-Based Material Property Prediction Hexin Bai Peng Chu Jeng-Yuan Tsai Nathan Wilson X. Qian Q. Yan Haibin Ling 13 3 0 27 May 2020
DeepRetinotopy: Predicting the Functional Organization of Human Visual Cortex from Structural MRI Data using Geometric Deep Learning Fernanda L. Ribeiro S. Bollmann A. M. Puckett MedIm 6 15 0 26 May 2020
CARPe Posterum: A Convolutional Approach for Real-time Pedestrian Path Prediction Matías Mendieta Hamed Tabkhi 14 17 0 26 May 2020
Speaker diarization with session-level speaker embedding refinement using graph neural networks Jixuan Wang Xiong Xiao Jian Wu Ranjani Ramamurthy Frank Rudzicz M. Brudno 15 25 0 22 May 2020
Improved Protein-ligand Binding Affinity Prediction with Structure-Based Deep Fusion Inference Derek Jones Hyojin Kim Xiaohua Zhang A. Zemla Garrett A. Stevenson W. D. Bennett D. Kirshner Sergio E. Wong F. Lightstone Jonathan E. Allen AI4CE 11 190 0 17 May 2020
Isometric Transformation Invariant and Equivariant Graph Convolutional Networks Masanobu Horie Naoki Morita Toshiaki Hishinuma Yushi Ihara Naoto Mitsume GNN 6 23 0 13 May 2020
A Graph Feature Auto-Encoder for the Prediction of Unobserved Node Features on Biological Networks Ramin Hasibi T. Michoel AI4CE 16 1 0 08 May 2020
Machine Learning on Graphs: A Model and Comprehensive Taxonomy Ines Chami Sami Abu-El-Haija Bryan Perozzi Christopher Ré Kevin Patrick Murphy 15 284 0 07 May 2020
Reducing Communication in Graph Neural Network Training Alok Tripathy Katherine Yelick A. Buluç GNN 16 104 0 07 May 2020
Geoopt: Riemannian Optimization in PyTorch Max Kochurov R. Karimov Sergei Kozlukov 6 113 0 06 May 2020
Open Graph Benchmark: Datasets for Machine Learning on Graphs Weihua Hu Matthias Fey Marinka Zitnik Yuxiao Dong Hongyu Ren Bowen Liu Michele Catasta J. Leskovec 30 2,634 0 02 May 2020
Contextualised Graph Attention for Improved Relation Extraction Angrosh Mandya Danushka Bollegala Frans Coenen GNN 16 6 0 22 Apr 2020
Representation Learning of Histopathology Images using Graph Neural Networks Mohammed Adnan Shivam Kalra Hamid R. Tizhoosh OOD 9 96 0 16 Apr 2020
Pooling in Graph Convolutional Neural Networks Mark Cheung John Shi L. Jiang Oren Wright J. M. F. Moura GNN 12 14 0 07 Apr 2020
DualConvMesh-Net: Joint Geodesic and Euclidean Convolutions on 3D Meshes Jonas Schult Francis Engelmann Theodora Kontogianni Bastian Leibe 3DPC 3DV 12 84 0 02 Apr 2020
PolarNet: An Improved Grid Representation for Online LiDAR Point Clouds Semantic Segmentation Yang Zhang Zixiang Zhou P. David Xiangyu Yue Zerong Xi Boqing Gong H. Foroosh 3DPC 13 452 0 31 Mar 2020
NPENAS: Neural Predictor Guided Evolution for Neural Architecture Search Chen Wei Chuang Niu Yiping Tang Yue Wang Haihong Hu Jimin Liang 17 7 0 28 Mar 2020
Deep Grouping Model for Unified Perceptual Parsing Zhiheng Li Wenxuan Bao Jiayang Zheng Chenliang Xu 14 13 0 25 Mar 2020
Tractogram filtering of anatomically non-plausible fibers with geometric deep learning Pietro Astolfi R. Verhagen Laurent Petit E. Olivetti Jonathan Masci Davide Boscaini P. Avesani MedIm 6 24 0 24 Mar 2020
GeoGraph: Learning graph-based multi-view object detection with geometric cues end-to-end A. Nassar Stefano Dáronco Sébastien Lefèvre Jan Dirk Wegner ObjD 11 3 0 23 Mar 2020
Julia Language in Machine Learning: Algorithms, Applications, and Open Issues Kaifeng Gao Gang Mei F. Piccialli S. Cuomo Jingzhi Tu Zenan Huo 9 55 0 23 Mar 2020
Probabilistic Dual Network Architecture Search on Graphs Yiren Zhao Duo Wang Xitong Gao Robert D. Mullins Pietro Lió M. Jamnik GNN AI4CE 43 27 0 21 Mar 2020
A Dynamic Reduction Network for Point Clouds L. Gray T. Klijnsma Shamik Ghosh 3DPC GNN 14 9 0 18 Mar 2020
Graph Attention Network based Pruning for Reconstructing 3D Liver Vessel Morphology from Contrasted CT Images Donghao Zhang Siqi Liu S. Chaganti Eli Gibson Zhoubing Xu Sasa Grbic Weidong (Tom) Cai D. Comaniciu 3DPC MedIm 24 11 0 18 Mar 2020
Automating Botnet Detection with Graph Neural Networks Jiawei Zhou Zhiying Xu Alexander M. Rush Minlan Yu GNN 16 72 0 13 Mar 2020
Learning distributed representations of graphs with Geo2DR P. Scherer Pietro Lió GNN 17 4 0 12 Mar 2020
Global Attention based Graph Convolutional Neural Networks for Improved Materials Property Prediction Steph-Yves M. Louis Yong Zhao Alireza Nasiri Xiran Wong Yuqi Song Fei Liu Jianjun Hu AI4CE 11 15 0 11 Mar 2020