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 13 14 0 17 Jun 2020
Isometric Graph Neural Networks Matthew Walker Bo Yan Yiou Xiao Yafei Wang Ayan Acharya GNN 14 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 10 371 0 16 Jun 2020
Wasserstein Embedding for Graph Learning Soheil Kolouri Navid Naderializadeh Gustavo K. Rohde Heiko Hoffmann GNN 16 84 0 16 Jun 2020
Improving Graph Neural Network Expressivity via Subgraph Isomorphism Counting Giorgos Bouritsas Fabrizio Frasca S. Zafeiriou M. Bronstein 36 419 0 16 Jun 2020
Adaptive Universal Generalized PageRank Graph Neural Network Eli Chien Jianhao Peng Pan Li O. Milenkovic 23 702 0 14 Jun 2020
Global Attention Improves Graph Networks Generalization Omri Puny Heli Ben-Hamu Y. Lipman 14 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 11 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 87 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 8 120 0 11 Jun 2020
Bi-Level Graph Neural Networks for Drug-Drug Interaction Prediction Yunsheng Bai Ken Gu Yizhou Sun Wei Wang GNN 8 15 0 11 Jun 2020
Implicit Kernel Attention Kyungwoo Song Yohan Jung Dongjun Kim Il-Chul Moon 8 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 14 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 15 74 0 08 Jun 2020
Deep Graph Contrastive Representation Learning Yanqiao Zhu Yichen Xu Feng Yu Qiang Liu Shu Wu Liang Wang SSL 10 790 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 18 3 0 02 Jun 2020
CNNs on Surfaces using Rotation-Equivariant Features R. Wiersma E. Eisemann Klaus Hildebrandt 15 69 0 02 Jun 2020
RelEx: A Model-Agnostic Relational Model Explainer Yue Zhang David DeFazio Arti Ramesh 10 104 0 30 May 2020
Non-Local Graph Neural Networks Meng Liu Zhengyang Wang Shuiwang Ji 13 161 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 15 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 8 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 17 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 13 190 0 17 May 2020
Isometric Transformation Invariant and Equivariant Graph Convolutional Networks Masanobu Horie Naoki Morita Toshiaki Hishinuma Yushi Ihara Naoto Mitsume GNN 8 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 21 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 20 284 0 07 May 2020
Reducing Communication in Graph Neural Network Training Alok Tripathy Katherine Yelick A. Buluç GNN 22 104 0 07 May 2020
Geoopt: Riemannian Optimization in PyTorch Max Kochurov R. Karimov Sergei Kozlukov 11 113 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 2,641 0 02 May 2020
Contextualised Graph Attention for Improved Relation Extraction Angrosh Mandya Danushka Bollegala Frans Coenen GNN 18 6 0 22 Apr 2020
Representation Learning of Histopathology Images using Graph Neural Networks Mohammed Adnan Shivam Kalra Hamid R. Tizhoosh OOD 11 96 0 16 Apr 2020
Pooling in Graph Convolutional Neural Networks Mark Cheung John Shi L. Jiang Oren Wright J. M. F. Moura GNN 14 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 17 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 15 452 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 22 7 0 28 Mar 2020
Deep Grouping Model for Unified Perceptual Parsing Zhiheng Li Wenxuan Bao Jiayang Zheng Chenliang Xu 16 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 8 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 17 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 11 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 16 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 26 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 19 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 17 15 0 11 Mar 2020