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How Attentive are Graph Attention Networks?

How Attentive are Graph Attention Networks?

30 May 2021
Shaked Brody
Uri Alon
Eran Yahav
    GNN
ArXivPDFHTML

Papers citing "How Attentive are Graph Attention Networks?"

50 / 83 papers shown
Title
Tagging fully hadronic exotic decays of the vectorlike $\mathbf{B}$ quark using a graph neural network
Tagging fully hadronic exotic decays of the vectorlike B\mathbf{B}B quark using a graph neural network
Jai Bardhan
Tanumoy Mandal
Subhadip Mitra
Cyrin Neeraj
Mihir Rawat
18
0
0
12 May 2025
PyTDC: A multimodal machine learning training, evaluation, and inference platform for biomedical foundation models
PyTDC: A multimodal machine learning training, evaluation, and inference platform for biomedical foundation models
Alejandro Velez-Arce
Marinka Zitnik
19
0
0
08 May 2025
GRAPE: Heterogeneous Graph Representation Learning for Genetic Perturbation with Coding and Non-Coding Biotype
GRAPE: Heterogeneous Graph Representation Learning for Genetic Perturbation with Coding and Non-Coding Biotype
Changxi Chi
Jun-Xiong Xia
Jingbo Zhou
Jiabei Cheng
Chang Yu
Stan Z. Li
24
0
0
06 May 2025
Toward Data-centric Directed Graph Learning: An Entropy-driven Approach
Toward Data-centric Directed Graph Learning: An Entropy-driven Approach
Xunkai Li
Zhengyu Wu
Kaichi Yu
Hongchao Qin
Guang Zeng
Rong-Hua Li
Guoren Wang
32
0
0
02 May 2025
QAOA Parameter Transferability for Maximum Independent Set using Graph Attention Networks
QAOA Parameter Transferability for Maximum Independent Set using Graph Attention Networks
Hanjing Xu
Xiaoyuan Liu
Alex Pothen
Ilya Safro
GNN
38
0
0
29 Apr 2025
TAMO:Fine-Grained Root Cause Analysis via Tool-Assisted LLM Agent with Multi-Modality Observation Data
TAMO:Fine-Grained Root Cause Analysis via Tool-Assisted LLM Agent with Multi-Modality Observation Data
Qi. Wang
Xiao Zhang
Mingyi Li
Yuan Yuan
Mengbai Xiao
Fuzhen Zhuang
Dongxiao Yu
24
0
0
29 Apr 2025
A Graph-Based Reinforcement Learning Approach with Frontier Potential Based Reward for Safe Cluttered Environment Exploration
A Graph-Based Reinforcement Learning Approach with Frontier Potential Based Reward for Safe Cluttered Environment Exploration
Gabriele Calzolari
Vidya Sumathy
Christoforos Kanellakis
G. Nikolakopoulos
53
0
0
16 Apr 2025
Weighted Graph Structure Learning with Attention Denoising for Node Classification
Weighted Graph Structure Learning with Attention Denoising for Node Classification
Tingting Wang
Jiaxin Su
Haobing Liu
Ruobing Jiang
63
0
0
15 Mar 2025
Unsupervised Graph Embeddings for Session-based Recommendation with Item Features
Unsupervised Graph Embeddings for Session-based Recommendation with Item Features
Andreas Peintner
Marta Moscati
Emilia Parada-Cabaleiro
Markus Schedl
Eva Zangerle
GNN
89
2
0
13 Mar 2025
Multi-agent Auto-Bidding with Latent Graph Diffusion Models
Multi-agent Auto-Bidding with Latent Graph Diffusion Models
Dom Huh
P. Mohapatra
DiffM
AI4CE
36
0
0
04 Mar 2025
Edge Prompt Tuning for Graph Neural Networks
Xingbo Fu
Yinhan He
Jundong Li
46
1
0
02 Mar 2025
LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search
LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search
Yang Gao
Hong Yang
Y. Chen
Junxian Wu
Peng Zhang
Haishuai Wang
41
0
0
12 Feb 2025
LiDAR Loop Closure Detection using Semantic Graphs with Graph Attention Networks
LiDAR Loop Closure Detection using Semantic Graphs with Graph Attention Networks
Liudi Yang
Ruben Mascaro
Ignacio Alzugaray
Sai Manoj Prakhya
Marco Karrer
Ziyuan Liu
M. Chli
3DPC
84
1
0
31 Jan 2025
KAA: Kolmogorov-Arnold Attention for Enhancing Attentive Graph Neural Networks
KAA: Kolmogorov-Arnold Attention for Enhancing Attentive Graph Neural Networks
Taoran Fang
Tianhong Gao
Chunping Wang
Yihao Shang
Wei Chow
Lei Chen
Yang Yang
44
1
0
23 Jan 2025
MoGERNN: An Inductive Traffic Predictor for Unobserved Locations in Dynamic Sensing Networks
MoGERNN: An Inductive Traffic Predictor for Unobserved Locations in Dynamic Sensing Networks
Qishen Zhou
Yifan Zhang
Michail A. Makridis
Anastasios Kouvelas
Yibing Wang
Simon Hu
AI4TS
75
1
0
21 Jan 2025
GRAPPA - A Hybrid Graph Neural Network for Predicting Pure Component Vapor Pressures
GRAPPA - A Hybrid Graph Neural Network for Predicting Pure Component Vapor Pressures
Marco Hoffmann
Hans Hasse
F. Jirasek
43
1
0
15 Jan 2025
Compositional Automata Embeddings for Goal-Conditioned Reinforcement Learning
Compositional Automata Embeddings for Goal-Conditioned Reinforcement Learning
Beyazit Yalcinkaya
Niklas Lauffer
Marcell Vazquez-Chanlatte
S. Seshia
AI4CE
45
5
0
31 Oct 2024
A Dual-Fusion Cognitive Diagnosis Framework for Open Student Learning
  Environments
A Dual-Fusion Cognitive Diagnosis Framework for Open Student Learning Environments
Yuanhao Liu
Shuo Liu
Yimeng Liu
Jingwen Yang
Hong Qian
AI4Ed
31
0
0
19 Oct 2024
PromptGCN: Bridging Subgraph Gaps in Lightweight GCNs
PromptGCN: Bridging Subgraph Gaps in Lightweight GCNs
Shengwei Ji
Yujie Tian
Fei Liu
Xinlu Li
Le Wu
GNN
27
0
0
14 Oct 2024
Invariant Graph Learning Meets Information Bottleneck for Out-of-Distribution Generalization
Invariant Graph Learning Meets Information Bottleneck for Out-of-Distribution Generalization
Wenyu Mao
Jiancan Wu
Haoyang Liu
Yongduo Sui
Xiang Wang
OOD
37
2
0
03 Aug 2024
A Backbone for Long-Horizon Robot Task Understanding
A Backbone for Long-Horizon Robot Task Understanding
Xiaoshuai Chen
Wei Chen
Dongmyoung Lee
Yukun Ge
Nicolás Rojas
Petar Kormushev
41
3
0
02 Aug 2024
Graph Neural Networks for Virtual Sensing in Complex Systems: Addressing Heterogeneous Temporal Dynamics
Graph Neural Networks for Virtual Sensing in Complex Systems: Addressing Heterogeneous Temporal Dynamics
Mengjie Zhao
C. Taal
Stephan Baggerohr
Olga Fink
AI4CE
26
2
0
26 Jul 2024
Deep Inverse Design for High-Level Synthesis
Deep Inverse Design for High-Level Synthesis
Ping Chang
Tosiron Adegbija
Yuchao Liao
Claudio Talarico
Ao Li
Janet Roveda
27
0
0
11 Jul 2024
Younger: The First Dataset for Artificial Intelligence-Generated Neural
  Network Architecture
Younger: The First Dataset for Artificial Intelligence-Generated Neural Network Architecture
Zhengxin Yang
Wanling Gao
Luzhou Peng
Yunyou Huang
Fei Tang
Jianfeng Zhan
31
0
0
20 Jun 2024
Composing Object Relations and Attributes for Image-Text Matching
Composing Object Relations and Attributes for Image-Text Matching
Khoi Pham
Chuong Huynh
Ser-Nam Lim
Abhinav Shrivastava
CoGe
32
3
0
17 Jun 2024
Network Analytics for Anti-Money Laundering -- A Systematic Literature Review and Experimental Evaluation
Network Analytics for Anti-Money Laundering -- A Systematic Literature Review and Experimental Evaluation
Bruno Deprez
Toon Vanderschueren
Bart Baesens
Tim Verdonck
Wouter Verbeke
33
4
0
29 May 2024
Physics-Enhanced Graph Neural Networks For Soft Sensing in Industrial
  Internet of Things
Physics-Enhanced Graph Neural Networks For Soft Sensing in Industrial Internet of Things
Keivan Faghih Niresi
Hugo Bissig
Henri Baumann
Olga Fink
AI4CE
35
2
0
11 Apr 2024
Learning Heuristics for Transit Network Design and Improvement with Deep Reinforcement Learning
Learning Heuristics for Transit Network Design and Improvement with Deep Reinforcement Learning
Andrew Holliday
A. El-geneidy
Gregory Dudek
19
0
0
08 Apr 2024
DE-HNN: An effective neural model for Circuit Netlist representation
DE-HNN: An effective neural model for Circuit Netlist representation
Zhishang Luo
Truong Son-Hy
Puoya Tabaghi
Donghyeon Koh
Michael Defferrard
Elahe Rezaei
Ryan Carey
William Rhett Davis
Rajeev Jain
Yusu Wang
14
5
0
30 Mar 2024
Contextualized Messages Boost Graph Representations
Contextualized Messages Boost Graph Representations
Brian Godwin Lim
Galvin Brice Lim
Renzo Roel Tan
Kazushi Ikeda
AI4CE
59
1
0
19 Mar 2024
A Second Look on BASS -- Boosting Abstractive Summarization with Unified
  Semantic Graphs -- A Replication Study
A Second Look on BASS -- Boosting Abstractive Summarization with Unified Semantic Graphs -- A Replication Study
Osman Alperen Koras
Jorg Schlotterer
Christin Seifert
29
1
0
05 Mar 2024
MemoNav: Working Memory Model for Visual Navigation
MemoNav: Working Memory Model for Visual Navigation
Hongxin Li
Zeyu Wang
Xueke Yang
Yu-Ren Yang
Shuqi Mei
Zhaoxiang Zhang
31
5
0
29 Feb 2024
Safe Distributed Control of Multi-Robot Systems with Communication Delays
Safe Distributed Control of Multi-Robot Systems with Communication Delays
Luca Ballotta
Rajat Talak
AI4CE
16
1
0
14 Feb 2024
Disentangled Condensation for Large-scale Graphs
Disentangled Condensation for Large-scale Graphs
Zhenbang Xiao
Shunyu Liu
Yu Wang
Tongya Zheng
Mingli Song
Mingli Song
Tongya Zheng
DD
69
6
0
18 Jan 2024
Boosting Column Generation with Graph Neural Networks for Joint Rider Trip Planning and Crew Shift Scheduling
Boosting Column Generation with Graph Neural Networks for Joint Rider Trip Planning and Crew Shift Scheduling
Jiawei Lu
Tinghan Ye
Wenbo Chen
Pascal Van Hentenryck
AI4TS
25
0
0
08 Jan 2024
LineConGraphs: Line Conversation Graphs for Effective Emotion
  Recognition using Graph Neural Networks
LineConGraphs: Line Conversation Graphs for Effective Emotion Recognition using Graph Neural Networks
Gokul S Krishnan
Sarala Padi
Craig S. Greenberg
Balaraman Ravindran
Dinesh Manoch
Ram D.Sriram
25
2
0
04 Dec 2023
Heterogeneous Graph-based Trajectory Prediction using Local Map Context
  and Social Interactions
Heterogeneous Graph-based Trajectory Prediction using Local Map Context and Social Interactions
Daniel Grimm
Maximilian Zipfl
Felix Hertlein
Alexander Naumann
Jürgen Lüttin
Steffen Thoma
Stefan Schmid
Lavdim Halilaj
Achim Rettinger
J. Marius Zöllner
25
3
0
30 Nov 2023
Mixture of Weak & Strong Experts on Graphs
Mixture of Weak & Strong Experts on Graphs
Hanqing Zeng
Hanjia Lyu
Diyi Hu
Yinglong Xia
Jiebo Luo
23
3
0
09 Nov 2023
Graph Neural Network approaches for single-cell data: A recent overview
Graph Neural Network approaches for single-cell data: A recent overview
Konstantinos Lazaros
Dimitrios E Koumadorakis
Vlamos
Aristidis G. Vrahatis
AI4CE
14
7
0
14 Oct 2023
Asynchronous Graph Generator
Asynchronous Graph Generator
Christopher P. Ley
Felipe Tobar
AI4TS
41
0
0
29 Sep 2023
Exploiting Edge Features in Graphs with Fused Network Gromov-Wasserstein
  Distance
Exploiting Edge Features in Graphs with Fused Network Gromov-Wasserstein Distance
Junjie Yang
Matthieu Labeau
Steeven Villa
OT
24
1
0
28 Sep 2023
AtomSurf : Surface Representation for Learning on Protein Structures
AtomSurf : Surface Representation for Learning on Protein Structures
Vincent Mallet
Souhaib Attaiki
M. Ovsjanikov
32
3
0
28 Sep 2023
TouchUp-G: Improving Feature Representation through Graph-Centric Finetuning
TouchUp-G: Improving Feature Representation through Graph-Centric Finetuning
Jing Zhu
Xiang Song
V. Ioannidis
Danai Koutra
Christos Faloutsos
49
13
0
25 Sep 2023
Rank Collapse Causes Over-Smoothing and Over-Correlation in Graph Neural
  Networks
Rank Collapse Causes Over-Smoothing and Over-Correlation in Graph Neural Networks
Andreas Roth
Thomas Liebig
29
11
0
31 Aug 2023
Improving Reliable Navigation under Uncertainty via Predictions Informed
  by Non-Local Information
Improving Reliable Navigation under Uncertainty via Predictions Informed by Non-Local Information
Raihan Islam Arnob
Gregory J. Stein
17
2
0
26 Jul 2023
Examining the Effects of Degree Distribution and Homophily in Graph
  Learning Models
Examining the Effects of Degree Distribution and Homophily in Graph Learning Models
Mustafa Yasir
John Palowitch
Anton Tsitsulin
Long Tran-Thanh
Bryan Perozzi
11
6
0
17 Jul 2023
Supervised Attention Using Homophily in Graph Neural Networks
Supervised Attention Using Homophily in Graph Neural Networks
Michail Chatzianastasis
Giannis Nikolentzos
Michalis Vazirgiannis
GNN
6
0
0
11 Jul 2023
Hybrid Graph: A Unified Graph Representation with Datasets and
  Benchmarks for Complex Graphs
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
12
1
0
08 Jun 2023
Graph Inductive Biases in Transformers without Message Passing
Graph Inductive Biases in Transformers without Message Passing
Liheng Ma
Chen Lin
Derek Lim
Adriana Romero Soriano
P. Dokania
Mark J. Coates
Philip H. S. Torr
Ser-Nam Lim
AI4CE
12
86
0
27 May 2023
Causal-Based Supervision of Attention in Graph Neural Network: A Better
  and Simpler Choice towards Powerful Attention
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
20
3
0
22 May 2023
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