Title
HistoCartography: A Toolkit for Graph Analytics in Digital Pathology Guillaume Jaume Pushpak Pati Valentin Anklin A. Foncubierta M. Gabrani 35 45 0 21 Jul 2021
Multi-modal Graph Learning for Disease Prediction Shuai Zheng Zhenfeng Zhu Zhizhe Liu Zhenyu Guo Yang Liu Yao Zhao 26 97 0 01 Jul 2021
Scalable Graph Neural Network Training: The Case for Sampling Marco Serafini Hui Guan GNN 41 23 0 05 May 2021
GraphTheta: A Distributed Graph Neural Network Learning System With Flexible Training Strategy Yongchao Liu Houyi Li Guowei Zhang Xintan Zeng Yongyong Li ... Peng Zhang Zhao Li Kefeng Deng Changhua He Wenguang Chen GNN 44 11 0 21 Apr 2021
Spatiotemporal Deformable Scene Graphs for Complex Activity Detection Salman Khan Fabio Cuzzolin 3DPC 51 5 0 16 Apr 2021
Enhancing Word-Level Semantic Representation via Dependency Structure for Expressive Text-to-Speech Synthesis Yixuan Zhou Changhe Song Jingbei Li Zhiyong Wu Yanyao Bian Dan Su Helen Meng 38 6 0 14 Apr 2021
Graph Ensemble Learning over Multiple Dependency Trees for Aspect-level Sentiment Classification Xiaochen Hou Peng Qi Guangtao Wang Rex Ying Jing Huang Xiaodong He Bowen Zhou 33 59 0 12 Mar 2021
Learning Whole-Slide Segmentation from Inexact and Incomplete Labels using Tissue Graphs Valentin Anklin Pushpak Pati Guillaume Jaume Behzad Bozorgtabar Antonio Foncubierta-Rodríguez Jean-Philippe Thiran M. Sibony M. Gabrani O. Goksel 59 38 0 04 Mar 2021
Adversarial Attack on Network Embeddings via Supervised Network Poisoning Viresh Gupta Tanmoy Chakraborty AAML 28 12 0 14 Feb 2021
SLAPS: Self-Supervision Improves Structure Learning for Graph Neural Networks Bahare Fatemi Layla El Asri Seyed Mehran Kazemi GNN SSL 19 158 0 09 Feb 2021
Efficient Graph Deep Learning in TensorFlow with tf_geometric Jun Hu Shengsheng Qian Quan Fang Youze Wang Quan Zhao Huaiwen Zhang Changsheng Xu GNN 31 53 0 27 Jan 2021
A Generalization of Transformer Networks to Graphs Vijay Prakash Dwivedi Xavier Bresson AI4CE 18 720 0 17 Dec 2020
Graph Neural Networks: Taxonomy, Advances and Trends Yu Zhou Haixia Zheng Xin Huang Shufeng Hao Dengao Li Jumin Zhao AI4TS 25 115 0 16 Dec 2020
Understanding graph embedding methods and their applications Mengjia Xu 23 128 0 15 Dec 2020
GraphSeam: Supervised Graph Learning Framework for Semantic UV Mapping Fatemeh Teimury Bruno Roy Juan Sebastián Casallas David MacDonald Mark J. Coates AI4CE 37 2 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
APAN: Asynchronous Propagation Attention Network for Real-time Temporal Graph Embedding Xuhong Wang Ding Lyu Mengjian Li Yang Xia Qi Yang ... Xinguang Wang Ping Cui Yupu Yang Bowen Sun Zhenyu Guo GNN 29 136 0 23 Nov 2020
RetroXpert: Decompose Retrosynthesis Prediction like a Chemist Chao-chao Yan Qianggang Ding P. Zhao Shuangjia Zheng Jinyu Yang Yang Yu Junzhou Huang 25 107 0 04 Nov 2020
Relational Graph Learning on Visual and Kinematics Embeddings for Accurate Gesture Recognition in Robotic Surgery Yonghao Long J. Wu Bo Lu Yueming Jin Mathias Unberath Yunhui Liu Pheng Ann Heng Qi Dou 21 39 0 03 Nov 2020
PGM-Explainer: Probabilistic Graphical Model Explanations for Graph Neural Networks Minh Nhat Vu My T. Thai BDL 16 327 0 12 Oct 2020
Computing Graph Neural Networks: A Survey from Algorithms to Accelerators S. Abadal Akshay Jain Robert Guirado Jorge López-Alonso Eduard Alarcón GNN 30 225 0 30 Sep 2020
Double Graph Based Reasoning for Document-level Relation Extraction Shuang Zeng Runxin Xu Baobao Chang Lei Li 23 223 0 29 Sep 2020
Heterogeneous Molecular Graph Neural Networks for Predicting Molecule Properties Zeren Shui George Karypis 29 62 0 26 Sep 2020
Learning Graph Normalization for Graph Neural Networks Yihao Chen Xin Tang Xianbiao Qi Chun-Guang Li Rong Xiao AI4CE 14 50 0 24 Sep 2020
C-SAW: A Framework for Graph Sampling and Random Walk on GPUs Santosh Pandey Lingda Li A. Hoisie Xin Li Hang Liu 20 60 0 18 Sep 2020
Graph InfoClust: Leveraging cluster-level node information for unsupervised graph representation learning Costas Mavromatis George Karypis 14 54 0 15 Sep 2020
Systematic Generalization on gSCAN with Language Conditioned Embedding Tong Gao Qi Huang Raymond J. Mooney 16 22 0 11 Sep 2020
Few-shot link prediction via graph neural networks for Covid-19 drug-repurposing V. Ioannidis Da Zheng George Karypis 6 50 0 20 Jul 2020
Deep Graph Library Optimizations for Intel(R) x86 Architecture Sasikanth Avancha Md. Vasimuddin Sanchit Misra Ramanarayan Mohanty GNN AI4CE 8 4 0 13 Jul 2020
Beyond Graph Neural Networks with Lifted Relational Neural Networks Gustav Sourek F. Železný Ondrej Kuzelka NAI 41 17 0 13 Jul 2020
GE-SpMM: General-purpose Sparse Matrix-Matrix Multiplication on GPUs for Graph Neural Networks Guyue Huang Guohao Dai Yu Wang Huazhong Yang GNN 24 121 0 07 Jul 2020
HACT-Net: A Hierarchical Cell-to-Tissue Graph Neural Network for Histopathological Image Classification Pushpak Pati Guillaume Jaume Lauren Alisha Fernandes A. Foncubierta Florinda Feroce ... G. Botti O. Goksel Jean-Philippe Thiran Maria Frucci M. Gabrani 21 69 0 01 Jul 2020
Data-Driven Discovery of Molecular Photoswitches with Multioutput Gaussian Processes Ryan-Rhys Griffiths Jake L. Greenfield Aditya R. Thawani Arian R. Jamasb Henry B. Moss Anthony Bourached Penelope Jones William McCorkindale Alexander A. Aldrick Matthew J. Fuchter Alpha A. Lee 25 13 0 28 Jun 2020
GCC: Graph Contrastive Coding for Graph Neural Network Pre-Training J. Qiu Qibin Chen Yuxiao Dong Jing Zhang Hongxia Yang Ming Ding Kuansan Wang Jie Tang SSL 38 931 0 17 Jun 2020
Improving Graph Neural Network Expressivity via Subgraph Isomorphism Counting Giorgos Bouritsas Fabrizio Frasca S. Zafeiriou M. Bronstein 58 424 0 16 Jun 2020
Optimization and Generalization Analysis of Transduction through Gradient Boosting and Application to Multi-scale Graph Neural Networks Kenta Oono Taiji Suzuki AI4CE 37 31 0 15 Jun 2020
Global Attention Improves Graph Networks Generalization Omri Puny Heli Ben-Hamu Y. Lipman 27 22 0 14 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 13 121 0 11 Jun 2020
Towards More Practical Adversarial Attacks on Graph Neural Networks Jiaqi Ma Shuangrui Ding Qiaozhu Mei AAML 17 119 0 09 Jun 2020
CycleGT: Unsupervised Graph-to-Text and Text-to-Graph Generation via Cycle Training Qipeng Guo Zhijing Jin Xipeng Qiu Weinan Zhang David Wipf Zheng-Wei Zhang 46 60 0 08 Jun 2020
Repurpose Open Data to Discover Therapeutics for COVID-19 using Deep Learning Xiangxiang Zeng Xiang Song Tengfei Ma Xiaoqing Pan Yadi Zhou Y. Hou Zheng-Wei Zhang George Karypis F. Cheng 12 194 0 21 May 2020
ZeroShotCeres: Zero-Shot Relation Extraction from Semi-Structured Webpages Colin Lockard Prashant Shiralkar Xin Luna Dong Hannaneh Hajishirzi 18 53 0 14 May 2020
Reducing Communication in Graph Neural Network Training Alok Tripathy Katherine Yelick A. Buluç GNN 22 104 0 07 May 2020
Learning Geo-Contextual Embeddings for Commuting Flow Prediction Zhicheng Liu Fabio Miranda Weiting Xiong Junyan Yang Qiao Wang Claudio T. Silva AI4TS 20 70 0 04 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 2,652 0 02 May 2020
Heterogeneous Network Representation Learning: A Unified Framework with Survey and Benchmark Carl Yang Yuxin Xiao Yu Zhang Yizhou Sun Jiawei Han AI4TS 46 57 0 01 Apr 2020
Probabilistic Dual Network Architecture Search on Graphs Yiren Zhao Duo Wang Xitong Gao Robert D. Mullins Pietro Lió M. Jamnik GNN AI4CE 51 27 0 21 Mar 2020
Adversarial Robustness for Code Pavol Bielik Martin Vechev AAML 14 89 0 11 Feb 2020
A Gentle Introduction to Deep Learning for Graphs D. Bacciu Federico Errica A. Micheli Marco Podda AI4CE GNN 42 277 0 29 Dec 2019
Discourse-Aware Neural Extractive Text Summarization Jiacheng Xu Zhe Gan Yu Cheng Jingjing Liu BDL 43 277 0 30 Oct 2019