How Attentive are Graph Attention Networks?

30 May 2021

Papers citing "How Attentive are Graph Attention Networks?"

50 / 458 papers shown

Title
Pure Transformers are Powerful Graph Learners Jinwoo Kim Tien Dat Nguyen Seonwoo Min Sungjun Cho Moontae Lee Honglak Lee Seunghoon Hong 43 189 0 06 Jul 2022
Emotion Analysis using Multi-Layered Networks for Graphical Representation of Tweets Anna Nguyen Antonio Longa Massimiliano Luca Joe Kaul Gabriel Lopez 41 12 0 02 Jul 2022
Modeling Teams Performance Using Deep Representational Learning on Graphs Francesco Carli Pietro Foini N. Gozzi N. Perra Rossano Schifanella GNN 28 0 0 29 Jun 2022
Deformable Graph Transformer Jinyoung Park Seongjun Yun Hyeon-ju Park Jaewoo Kang Jisu Jeong KyungHyun Kim Jung-Woo Ha Hyunwoo J. Kim 90 7 0 29 Jun 2022
Modeling Oceanic Variables with Dynamic Graph Neural Networks Caio F. D. Netto M. R. Barros Jefferson F. Coelho L. Freitas F. M. Moreno ... M. Dottori Fabio Gagliardi Cozman A. H. R. Costa E. Gomi E. Tannuri 23 1 0 25 Jun 2022
Equiformer: Equivariant Graph Attention Transformer for 3D Atomistic Graphs Yi-Lun Liao Tess E. Smidt 83 216 0 23 Jun 2022
Agent-based Graph Neural Networks Karolis Martinkus Pál András Papp Benedikt Schesch Roger Wattenhofer LLMAG GNN 34 17 0 22 Jun 2022
ResNorm: Tackling Long-tailed Degree Distribution Issue in Graph Neural Networks via Normalization Langzhang Liang Zenglin Xu Zixing Song Irwin King Yuan Qi Jieping Ye 32 21 0 16 Jun 2022
DiffWire: Inductive Graph Rewiring via the Lovász Bound Adrián Arnaiz-Rodríguez Ahmed Begga Francisco Escolano Nuria Oliver 32 62 0 15 Jun 2022
Efficient entity-based reinforcement learning Vince Jankovics Michael Garcia Ortiz Eduardo Alonso OCL OffRL 30 1 0 06 Jun 2022
A Bird's-Eye Tutorial of Graph Attention Architectures Kaustubh D. Dhole Carl Yang 30 1 0 06 Jun 2022
Can Hybrid Geometric Scattering Networks Help Solve the Maximum Clique Problem? Yimeng Min Frederik Wenkel Michael Perlmutter Guy Wolf GNN 16 16 0 03 Jun 2022
Strategic Classification with Graph Neural Networks Itay Eilat Ben Finkelshtein Chaim Baskin Nir Rosenfeld 35 12 0 31 May 2022
The CLRS Algorithmic Reasoning Benchmark Petar Velivcković Adria Puigdomenech Badia David Budden Razvan Pascanu Andrea Banino Mikhail Dashevskiy R. Hadsell Charles Blundell 161 88 0 31 May 2022
Personalized PageRank Graph Attention Networks Julie Choi GNN 8 5 0 27 May 2022
Deep Ensembles for Graphs with Higher-order Dependencies Steven J. Krieg William C. Burgis Patrick M. Soga Nitesh V. Chawla AI4CE GNN 24 3 0 27 May 2022
Asynchronous Neural Networks for Learning in Graphs Lukas Faber Roger Wattenhofer GNN 19 3 0 24 May 2022
Deep Representations for Time-varying Brain Datasets Sikun Lin Shuyun Tang Scott T. Grafton Ambuj K. Singh AI4CE 19 6 0 23 May 2022
LeNSE: Learning To Navigate Subgraph Embeddings for Large-Scale Combinatorial Optimisation David Ireland Giovanni Montana GNN 8 10 0 20 May 2022
Heterogeneous Information Network based Default Analysis on Banking Micro and Small Enterprise Users Zheng-Chao Zhang Yingsheng Ji Jiachen Shen Xi Zhang Guang-Yu Yang 24 5 0 24 Apr 2022
KALA: Knowledge-Augmented Language Model Adaptation Minki Kang Jinheon Baek Sung Ju Hwang VLM KELM 36 34 0 22 Apr 2022
DropMessage: Unifying Random Dropping for Graph Neural Networks Taoran Fang Zhiqing Xiao Chunping Wang Jiarong Xu Xuan Yang Yang Yang 21 46 0 21 Apr 2022
Graph Ordering Attention Networks Michail Chatzianastasis J. Lutzeyer George Dasoulas Michalis Vazirgiannis GNN 25 18 0 11 Apr 2022
Explicit Feature Interaction-aware Graph Neural Networks Minkyu Kim Hyunseung Choi Jinho Kim GNN 24 6 0 07 Apr 2022
Geometry-Aware Supertagging with Heterogeneous Dynamic Convolutions Konstantinos Kogkalidis M. Moortgat 26 9 0 23 Mar 2022
Spatial Commonsense Graph for Object Localisation in Partial Scenes Francesco Giuliari Geri Skenderi Marco Cristani Yiming Wang Alessio Del Bue 8 17 0 10 Mar 2022
GraphWorld: Fake Graphs Bring Real Insights for GNNs John Palowitch Anton Tsitsulin Brandon Mayer Bryan Perozzi GNN 195 68 0 28 Feb 2022
Graph Attention Retrospective K. Fountoulakis Amit Levi Shenghao Yang Aseem Baranwal Aukosh Jagannath GNN 18 35 0 26 Feb 2022
Exploring Edge Disentanglement for Node Classification Tianxiang Zhao Xiang Zhang Suhang Wang 35 35 0 23 Feb 2022
Direct Molecular Conformation Generation Jinhua Zhu Yingce Xia Chang-Shu Liu Lijun Wu Shufang Xie ... Tao Qin Wen-gang Zhou Houqiang Li Haiguang Liu Tie-Yan Liu 31 41 0 03 Feb 2022
Dimensionality Reduction Meets Message Passing for Graph Node Embeddings Krzysztof Sadowski Michal Szarmach Eddie Mattia 12 5 0 01 Feb 2022
Graph Representation Learning via Aggregation Enhancement Maxim Fishman Chaim Baskin Evgenii Zheltonozhskii Almog David Ron Banner A. Mendelson 24 0 0 30 Jan 2022
How Expressive are Transformers in Spectral Domain for Graphs? Anson Bastos Abhishek Nadgeri Kuldeep Singh H. Kanezashi Toyotaro Suzumura I. Mulang' 27 12 0 23 Jan 2022
Overcoming Oversmoothness in Graph Convolutional Networks via Hybrid Scattering Networks Frederik Wenkel Yimeng Min M. Hirn Michael Perlmutter Guy Wolf GNN 27 19 0 22 Jan 2022
Rxn Hypergraph: a Hypergraph Attention Model for Chemical Reaction Representation Mohammadamin Tavakoli Alexander Shmakov Francesco Ceccarelli Pierre Baldi GNN 39 8 0 02 Jan 2022
Causal Attention for Interpretable and Generalizable Graph Classification Yongduo Sui Xiang Wang Jiancan Wu Min-Bin Lin Xiangnan He Tat-Seng Chua CML OOD 17 152 0 30 Dec 2021
A Graph Attention Learning Approach to Antenna Tilt Optimization Yifei Jin Filippo Vannella Maxime Bouton Jaeseong Jeong Ezeddin Al Hakim 24 10 0 27 Dec 2021
Incomplete Knowledge Graph Alignment Vinh Tong T. T. Huynh Thanh Tam Nguyen Hongzhi Yin Quoc Viet Hung Nguyen Quyet-Thang Huynh 9 1 0 17 Dec 2021
JoinABLe: Learning Bottom-up Assembly of Parametric CAD Joints Karl D. D. Willis P. Jayaraman Hang Chu Yunsheng Tian Yifei Li ... Aditya Sanghi Linh-Tam Tran Joseph G. Lambourne Armando Solar-Lezama Wojciech Matusik 25 72 0 24 Nov 2021
FDGATII : Fast Dynamic Graph Attention with Initial Residual and Identity Mapping Gayan K. Kulatilleke Marius Portmann Ryan K. L. Ko Shekhar S. Chandra 22 9 0 21 Oct 2021
Permutation invariant graph-to-sequence model for template-free retrosynthesis and reaction prediction Zhengkai Tu Connor W. Coley 30 90 0 19 Oct 2021
ifMixup: Interpolating Graph Pair to Regularize Graph Classification Hongyu Guo Yongyi Mao 32 9 0 18 Oct 2021
Multi-Channel Far-Field Speaker Verification with Large-Scale Ad-hoc Microphone Arrays Chen Liang Yijiang Chen Jiadi Yao Xiao-Lei Zhang 21 6 0 12 Oct 2021
Graph Attention Network Based Single-Pixel Compressive Direction of Arrival Estimation Kürşat Tekbıyık O. Yurduseven Gunes Karabulut Kurt 16 6 0 12 Sep 2021
Enel: Context-Aware Dynamic Scaling of Distributed Dataflow Jobs using Graph Propagation Dominik Scheinert Houkun Zhu L. Thamsen Morgan K. Geldenhuys Jonathan Will Alexander Acker O. Kao 17 11 0 27 Aug 2021
PDE-GCN: Novel Architectures for Graph Neural Networks Motivated by Partial Differential Equations Moshe Eliasof E. Haber Eran Treister GNN AI4CE 39 122 0 04 Aug 2021
Generalization of graph network inferences in higher-order graphical models Yicheng Fei Xaq Pitkow 16 0 0 12 Jul 2021
Signal Transformer: Complex-valued Attention and Meta-Learning for Signal Recognition Yihong Dong Ying Peng Muqiao Yang Songtao Lu Qingjiang Shi 40 9 0 05 Jun 2021
Learning Dynamic Graph Representation of Brain Connectome with Spatio-Temporal Attention Byung-Hoon Kim Jong Chul Ye Jae-Jin Kim 34 129 0 27 May 2021
Geometric Deep Learning: Grids, Groups, Graphs, Geodesics, and Gauges M. Bronstein Joan Bruna Taco S. Cohen Petar Velivcković GNN 174 1,106 0 27 Apr 2021