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Benchmarking Graph Neural Networks

2 March 2020

Vijay Prakash Dwivedi

Papers citing "Benchmarking Graph Neural Networks"

50 / 622 papers shown

Title
The informativeness of the gradient revisited Rustem Takhanov AAML 41 0 0 28 May 2025
A Physics-Augmented GraphGPS Framework for the Reconstruction of 3D Riemann Problems from Sparse Data Rami Cassia Rich Kerswell AI4CE 40 0 0 27 May 2025
Aggregation Buffer: Revisiting DropEdge with a New Parameter Block Dooho Lee Myeong Kong Sagad Hamid Cheonwoo Lee Jaemin Yoo 28 0 0 27 May 2025
Graph Style Transfer for Counterfactual Explainability Bardh Prenkaj Efstratios Zaradoukas Gjergji Kasneci AAML 69 0 0 23 May 2025
HOPSE: Scalable Higher-Order Positional and Structural Encoder for Combinatorial Representations Martin Carrasco Guillermo Bernardez Marco Montagna Nina Miolane Lev Telyatnikov AI4CE 59 0 0 21 May 2025
SourceDetMamba: A Graph-aware State Space Model for Source Detection in Sequential Hypergraphs Le Cheng Peican Zhu Yangming Guo Chao Gao Zhen Wang Keke Tang Mamba 109 0 0 19 May 2025
AH-UGC: Adaptive and Heterogeneous-Universal Graph Coarsening Mohit Kataria Shreyash Bhilwade Sandeep Kumar Jayadeva 64 0 0 18 May 2025
Urban Representation Learning for Fine-grained Economic Mapping: A Semi-supervised Graph-based Approach Jinzhou Cao Xiangxu Wang Jiashi Chen Wei Tu Zhenhui Li Xindong Yang Tianhong Zhao Qingquan Li AI4TS 37 0 0 16 May 2025
What Can We Learn From MIMO Graph Convolutions? Andreas Roth Thomas Liebig 112 0 0 16 May 2025
Relational Graph Transformer Vijay Prakash Dwivedi Sri Jaladi Yangyi Shen Federico López Charilaos I. Kanatsoulis Rishi Puri Matthias Fey Jure Leskovec 59 1 0 16 May 2025
Efficient Mixed Precision Quantization in Graph Neural Networks Samir Moustafa Nils M. Kriege Wilfried Gansterer GNN MQ 67 0 0 14 May 2025
SpecSphere: Dual-Pass Spectral-Spatial Graph Neural Networks with Certified Robustness Yoonhyuk Choi Chong-Kwon Kim 75 0 0 13 May 2025
DyGEnc: Encoding a Sequence of Textual Scene Graphs to Reason and Answer Questions in Dynamic Scenes S. Linok Vadim Semenov Anastasia Trunova Oleg Bulichev Dmitry A. Yudin 94 0 0 06 May 2025
FedHERO: A Federated Learning Approach for Node Classification Task on Heterophilic Graphs Zihan Chen Xingbo Fu Yushun Dong Jundong Li Cong Shen FedML 278 0 0 29 Apr 2025
Graph Fourier Transformer with Structure-Frequency Information Yonghui Zhai Yang Zhang Minghao Shang Lihua Pang Yaxin Ren 130 0 0 28 Apr 2025
polyGen: A Learning Framework for Atomic-level Polymer Structure Generation Ayush Jain Rampi Ramprasad 132 0 0 24 Apr 2025
Plain Transformers Can be Powerful Graph Learners Liheng Ma Soumyasundar Pal Yingxue Zhang Philip Torr Mark Coates 60 0 0 17 Apr 2025
Divergent Paths: Separating Homophilic and Heterophilic Learning for Enhanced Graph-level Representations Han Lei Jiaxing Xu Xia Dong Yiping Ke GNN 74 0 0 06 Apr 2025
CanonNet: Canonical Ordering and Curvature Learning for Point Cloud Analysis Benjy Friedmann Michael Werman 3DPC 74 0 0 03 Apr 2025
Refining Interactions: Enhancing Anisotropy in Graph Neural Networks with Language Semantics Zhaoxing Li Xiaoming Zhang Haifeng Zhang Chengxiang Liu 84 0 0 02 Apr 2025
GraphMaster: Automated Graph Synthesis via LLM Agents in Data-Limited Environments Enjun Du Miao Hu Tian Jin Zhihan Zhang Rong-Hua Li Guoren Wang 102 4 0 01 Apr 2025
Fusion of Graph Neural Networks via Optimal Transport Weronika Ormaniec Michael Vollenweider Elisa Hoskovec MoMe FedML OT 149 0 0 27 Mar 2025
Improving Equivariant Networks with Probabilistic Symmetry Breaking Hannah Lawrence Vasco Portilheiro Yan Zhang Sékou-Oumar Kaba 126 6 0 27 Mar 2025
IceBench: A Benchmark for Deep Learning based Sea Ice Type Classification Samira Alkaee Taleghan A. Barrett Walter N. Meier F. Banaei-Kashani VLM 92 0 0 22 Mar 2025
GNNs as Predictors of Agentic Workflow Performances Yanzhe Zhang Yuchen Hou Bohan Tang Shuo Chen Muhan Zhang Xiaowen Dong Tian Jin LLMAG AI4CE 109 2 0 14 Mar 2025
Learning-Order Autoregressive Models with Application to Molecular Graph Generation Zhe Wang Jiaxin Shi N. Heess Arthur Gretton Michalis K. Titsias 91 2 0 07 Mar 2025
Unsupervised Attributed Dynamic Network Embedding with Stability Guarantees Emma Ceccherini Ian Gallagher Andrew Jones Daniel J. Lawson 89 0 0 04 Mar 2025
Denoising Functional Maps: Diffusion Models for Shape Correspondence Aleksei Zhuravlev Zorah Lähner Vladislav Golyanik DiffM 144 1 0 03 Mar 2025
G-OSR: A Comprehensive Benchmark for Graph Open-Set Recognition Yicong Dong Rundong He Guangyao Chen Wentao Zhang Zhongyi Han Jieming Shi Yilong Yin 83 0 0 01 Mar 2025
Performance Heterogeneity in Graph Neural Networks: Lessons for Architecture Design and Preprocessing Lukas Fesser Melanie Weber 58 0 0 01 Mar 2025
Homomorphism Expressivity of Spectral Invariant Graph Neural Networks Jingchu Gai Yiheng Du Bohang Zhang Haggai Maron Liwei Wang 75 2 0 01 Mar 2025
Graph Self-Supervised Learning with Learnable Structural and Positional Encodings Asiri Wijesinghe Hao Zhu Piotr Koniusz 104 1 0 22 Feb 2025
Connecting the geometry and dynamics of many-body complex systems with message passing neural operators N. Gabriel N. Johnson George Em Karniadakis AI4CE 100 0 0 21 Feb 2025
Position: Graph Learning Will Lose Relevance Due To Poor Benchmarks Maya Bechler-Speicher Ben Finkelshtein Fabrizio Frasca Luis Muller Jan Tönshoff ... Michael M. Bronstein Mathias Niepert Bryan Perozzi Mikhail Galkin Christopher Morris OOD 191 6 0 21 Feb 2025
Democratizing Large Language Model-Based Graph Data Augmentation via Latent Knowledge Graphs Yushi Feng Tsai Hor Chan Guosheng Yin Lequan Yu 102 1 0 20 Feb 2025
Tuning Algorithmic and Architectural Hyperparameters in Graph-Based Semi-Supervised Learning with Provable Guarantees Ally Yalei Du Eric Huang Dravyansh Sharma 132 1 0 18 Feb 2025
Simple Path Structural Encoding for Graph Transformers Louis Airale Antonio Longa Mattia Rigon Andrea Passerini Roberto Passerone 183 0 0 13 Feb 2025
Enhancing the Utility of Higher-Order Information in Relational Learning Raphael Pellegrin Lukas Fesser Melanie Weber 150 0 0 13 Feb 2025
Can Classic GNNs Be Strong Baselines for Graph-level Tasks? Simple Architectures Meet Excellence Yuankai Luo Lei Shi Xiao-Ming Wu AI4CE 203 0 0 13 Feb 2025
FlashVideo: Flowing Fidelity to Detail for Efficient High-Resolution Video Generation Shilong Zhang Wenbo Li Shoufa Chen Chongjian Ge Peize Sun Yunke Zhang Yi Jiang Zehuan Yuan Binyue Peng Ping Luo DiffM VGen 190 0 0 07 Feb 2025
Towards Fast Graph Generation via Autoregressive Noisy Filtration Modeling Markus Krimmel Jenna Wiens Karsten Borgwardt Dexiong Chen 141 0 0 04 Feb 2025
Learning Efficient Positional Encodings with Graph Neural Networks Charilaos I. Kanatsoulis Evelyn Choi Stephanie Jegelka Jure Leskovec Alejandro Ribeiro 124 3 0 03 Feb 2025
GraphMinNet: Learning Dependencies in Graphs with Light Complexity Minimal Architecture Md Atik Ahamed Andrew Cheng Qiang Ye Q. Cheng GNN 85 0 0 01 Feb 2025
Efficient and Trustworthy Block Propagation for Blockchain-enabled Mobile Embodied AI Networks: A Graph Resfusion Approach Jiawen Kang Jiana Liao Runquan Gao Jinbo Wen Huawei Huang Maomao Zhang Changyan Yi Tao Zhang Dusit Niyato Zibin Zheng 432 0 0 26 Jan 2025
Personalized Layer Selection for Graph Neural Networks Kartik Sharma Vineeth Rakesh Mohan Yingtong Dou Srijan Kumar Mahashweta Das 119 0 0 24 Jan 2025
Pareto Set Learning for Multi-Objective Reinforcement Learning Erlong Liu Yu-Chang Wu Xiaobin Huang Chengrui Gao Ren-Jian Wang Ke Xue Chao Qian OffRL 235 2 0 12 Jan 2025
Balancing Efficiency and Expressiveness: Subgraph GNNs with Walk-Based Centrality Joshua Southern Yam Eitan Guy Bar-Shalom Michael M. Bronstein Haggai Maron Fabrizio Frasca 84 1 0 06 Jan 2025
Graph Triple Attention Network: A Decoupled Perspective Xiaotang Wang Yun Zhu Haizhou Shi Yongchao Liu Chuntao Hong 164 3 0 03 Jan 2025
Towards Foundation Models on Graphs: An Analysis on Cross-Dataset Transfer of Pretrained GNNs Fabrizio Frasca Fabian Jogl Moshe Eliasof Matan Ostrovsky Carola-Bibiane Schönlieb Thomas Gärtner Haggai Maron AI4CE 80 3 0 23 Dec 2024
GraphAgent: Agentic Graph Language Assistant Yuhao Yang J. Tang Lianghao Xia Xingchen Zou Yuxuan Liang Chao Huang LM&Ro 163 1 0 22 Dec 2024