How Attentive are Graph Attention Networks?

30 May 2021

Papers citing "How Attentive are Graph Attention Networks?"

50 / 458 papers shown

Title
Topological Graph Signal Compression Guillermo Bernárdez Lev Telyatnikov Eduard Alarcón A. Cabellos-Aparicio Pere Barlet-Ros Pietro Lio' AI4CE 24 0 0 21 Aug 2023
Investigating the Interplay between Features and Structures in Graph Learning Daniele Castellana Federico Errica 36 3 0 18 Aug 2023
Transitivity-Preserving Graph Representation Learning for Bridging Local Connectivity and Role-based Similarity Van Thuy Hoang O-Joun Lee 27 11 0 18 Aug 2023
Graph Neural Network Backend for Speaker Recognition Liang He Rui Li Mengqi Niu 16 0 0 17 Aug 2023
Prediction and Interpretation of Vehicle Trajectories in the Graph Spectral Domain Marion Neumeier Sebastian Dorn M. Botsch Wolfgang Utschick 27 1 0 16 Aug 2023
Learning on Graphs with Out-of-Distribution Nodes Yunho Song Donglin Wang OODD 19 38 0 13 Aug 2023
GraPhSyM: Graph Physical Synthesis Model Ahmed A. Agiza Rajarshi Roy Teodor-Dumitru Ene Saad Godil Sherief Reda Bryan Catanzaro 11 3 0 07 Aug 2023
SEM-GAT: Explainable Semantic Pose Estimation using Learned Graph Attention Efimia Panagiotaki D. Martini Georgi Pramatarov Matthew Gadd Lars Kunze 3DPC 22 5 0 07 Aug 2023
Improving Reliable Navigation under Uncertainty via Predictions Informed by Non-Local Information Raihan Islam Arnob Gregory J. Stein 33 2 0 26 Jul 2023
An Explainable Geometric-Weighted Graph Attention Network for Identifying Functional Networks Associated with Gait Impairment Favour Nerrise Qingyu Zhao K. Poston K. Pohl Ehsan Adeli 19 5 0 24 Jul 2023
Neural Priority Queues for Graph Neural Networks Rishabh Jain Petar Velivcković Pietro Lio' GNN 32 5 0 18 Jul 2023
Rumor Detection with Diverse Counterfactual Evidence Kaiwei Zhang Junchi Yu Haichao Shi Jian Liang Xiao-Yu Zhang 28 23 0 18 Jul 2023
Examining the Effects of Degree Distribution and Homophily in Graph Learning Models Mustafa Yasir John Palowitch Anton Tsitsulin Long Tran-Thanh Bryan Perozzi 18 6 0 17 Jul 2023
INFLECT-DGNN: Influencer Prediction with Dynamic Graph Neural Networks Elena Tiukhova Emiliano Penaloza María Óskarsdóttir Bart Baesens M. Snoeck Cristián Bravo 32 2 0 16 Jul 2023
Graph Positional and Structural Encoder Semih Cantürk Renming Liu Olivier Lapointe-Gagné Vincent Létourneau Guy Wolf Dominique Beaini Ladislav Rampášek 41 15 0 14 Jul 2023
Supervised Attention Using Homophily in Graph Neural Networks Michail Chatzianastasis Giannis Nikolentzos Michalis Vazirgiannis GNN 16 0 0 11 Jul 2023
SAGC-A68: a space access graph dataset for the classification of spaces and space elements in apartment buildings Amir Ziaee G. Suter 15 1 0 10 Jul 2023
DyEdgeGAT: Dynamic Edge via Graph Attention for Early Fault Detection in IIoT Systems Meng J. Zhao Olga Fink 32 6 0 07 Jul 2023
Contrastive Graph Pooling for Explainable Classification of Brain Networks Jiaxing Xu Qingtian Bian Xinhang Li Aihu Zhang Yiping Ke Miao Qiao Wei Zhang Wei Khang Jeremy Sim Balázs Gulyás 27 3 0 07 Jul 2023
Spatial-temporal Graph Based Multi-channel Speaker Verification With Ad-hoc Microphone Arrays Yijiang Chen Chen Liang Xiao-Lei Zhang 28 1 0 03 Jul 2023
SUGAR: Spherical Ultrafast Graph Attention Framework for Cortical Surface Registration Jianxun Ren Ning An Youjia Zhang Danyang Wang Zhenyu Sun ... Qingyu Hu P. Zhang D. Hu Danhong Wang Hesheng Liu 36 4 0 02 Jul 2023
Enhancing Dialogue Generation via Dynamic Graph Knowledge Aggregation Chen Tang Hongbo Zhang Tyler Loakman Chenghua Lin Frank Guerin 27 23 0 28 Jun 2023
Multi-task multi-station earthquake monitoring: An all-in-one seismic Phase picking, Location, and Association Network (PLAN) Xu Si Xinming Wu Zefeng Li Sheng Wang Jun Zhu 16 2 0 24 Jun 2023
Torsion Graph Neural Networks Cong Shen Xiang Liu Jiawei Luo Kelin Xia 31 0 0 23 Jun 2023
Deep graph kernel point processes Zheng Dong Matthew Repasky Xiuyuan Cheng Yao Xie 3DPC 25 3 0 20 Jun 2023
Hybrid Graph: A Unified Graph Representation with Datasets and Benchmarks for Complex Graphs Zehui Li Xiangyu Zhao Mingzhu Shen Guy-Bart Stan Pietro Lio' Yiren Zhao 20 1 0 08 Jun 2023
How does over-squashing affect the power of GNNs? Francesco Di Giovanni T. Konstantin Rusch Michael M. Bronstein Andreea Deac Marc Lackenby Siddhartha Mishra Petar Velivcković 30 34 0 06 Jun 2023
Towards Deep Attention in Graph Neural Networks: Problems and Remedies Soo Yong Lee Fanchen Bu Jaemin Yoo Kijung Shin GNN 21 30 0 04 Jun 2023
GAT-GAN : A Graph-Attention-based Time-Series Generative Adversarial Network Srikrishna Iyer Teck-Hou Teng AI4TS 16 1 0 03 Jun 2023
InGram: Inductive Knowledge Graph Embedding via Relation Graphs Jaejun Lee Chanyoung Chung Joyce Jiyoung Whang GNN 27 38 0 31 May 2023
FERN: Leveraging Graph Attention Networks for Failure Evaluation and Robust Network Design Chenyi Liu Vaneet Aggarwal Tian-Shing Lan Nan Geng Yuan Yang Mingwei Xu Qing Li GNN 28 3 0 30 May 2023
Graph Inductive Biases in Transformers without Message Passing Liheng Ma Chen Lin Derek Lim Adriana Romero Soriano P. Dokania Mark J. Coates Philip Torr Ser-Nam Lim AI4CE 34 85 0 27 May 2023
Modeling Dynamic Heterogeneous Graph and Node Importance for Future Citation Prediction Hao Geng Deqing Wang Fuzhen Zhuang Xuehua Ming Chenguang Du Ting Jiang Haolong Guo Rui Liu 19 10 0 27 May 2023
Optimization and Interpretability of Graph Attention Networks for Small Sparse Graph Structures in Automotive Applications Marion Neumeier Andreas Tollkühn S. Dorn M. Botsch Wolfgang Utschick GNN 19 4 0 25 May 2023
Demystifying Oversmoothing in Attention-Based Graph Neural Networks Xinyi Wu A. Ajorlou Zihui Wu Ali Jadbabaie 18 34 0 25 May 2023
Error Detection for Text-to-SQL Semantic Parsing Shijie Chen Ziru Chen Huan Sun Yu-Chuan Su 86 9 0 23 May 2023
GATology for Linguistics: What Syntactic Dependencies It Knows Yuqian Dai S. Sharoff M. Kamps 26 0 0 22 May 2023
Causal-Based Supervision of Attention in Graph Neural Network: A Better and Simpler Choice towards Powerful Attention Hongjun Wang Jiyuan Chen Lun Du Qiang Fu Shi Han Xuan Song CML GNN 35 4 0 22 May 2023
Towards Tracing Code Provenance with Code Watermarking Wei Li Borui Yang Yujie Sun Suyu Chen Ziyun Song Liyao Xiang Xinbing Wang Cheng Zhou WaLM 29 6 0 21 May 2023
Neural Bee Colony Optimization: A Case Study in Public Transit Network Design Andrew Holliday Gregory Dudek 14 1 0 18 May 2023
GraphMoco:a Graph Momentum Contrast Model that Using Multimodel Structure Information for Large-scale Binary Function Representation Learning Runjin Sun Shize Guo Wei Li XingYu Zhang Xi Guo Zhisong Pan 33 4 0 18 May 2023
Clinical Note Owns its Hierarchy: Multi-Level Hypergraph Neural Networks for Patient-Level Representation Learning Nayeon Kim Yinhua Piao Sun Kim 18 4 0 16 May 2023
Fisher Information Embedding for Node and Graph Learning Dexiong Chen Paolo Pellizzoni Karsten M. Borgwardt GNN 23 2 0 12 May 2023
A Multidimensional Graph Fourier Transformation Neural Network for Vehicle Trajectory Prediction Marion Neumeier Andreas Tollkühn M. Botsch Wolfgang Utschick 22 5 0 12 May 2023
Representation Learning for Person or Entity-centric Knowledge Graphs: An Application in Healthcare Christos Theodoropoulos N. Mulligan T. Stappenbeck Joao H. Bettencourt-Silva 16 5 0 09 May 2023
Conversational Semantic Parsing using Dynamic Context Graphs Parag Jain Mirella Lapata 41 3 0 04 May 2023
An Exploration of Conditioning Methods in Graph Neural Networks Yeskendir Koishekenov Erik J. Bekkers AI4CE 40 3 0 03 May 2023
Revisiting Robustness in Graph Machine Learning Lukas Gosch Daniel Sturm Simon Geisler Stephan Günnemann AAML OOD 72 21 0 01 May 2023
Detecting Socially Abnormal Highway Driving Behaviors via Recurrent Graph Attention Networks Yue Hu Yuhang Zhang Yanbing Wang D. Work GNN 24 7 0 23 Apr 2023
Gradient Derivation for Learnable Parameters in Graph Attention Networks Marion Neumeier Andreas Tollkühn S. Dorn M. Botsch Wolfgang Utschick 13 1 0 21 Apr 2023