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Principal Neighbourhood Aggregation for Graph Nets

12 April 2020

Papers citing "Principal Neighbourhood Aggregation for Graph Nets"

50 / 395 papers shown

Title
Toward a Unified Geometry Understanding: Riemannian Diffusion Framework for Graph Generation and Prediction Y. Gao Xingcheng Fu Qingyun Sun Jianxin Li Xianxian Li DiffM 24 0 0 06 Oct 2025
On The Expressive Power of GNN Derivatives Yam Eitan Moshe Eliasof Yoav Gelberg Fabrizio Frasca Guy Bar-Shalom Haggai Maron 16 0 0 02 Oct 2025
Adaptive Canonicalization with Application to Invariant Anisotropic Geometric Networks Ya-Wei Eileen Lin Ron Levie 28 0 0 29 Sep 2025
Exact Subgraph Isomorphism Network for Predictive Graph Mining Taiga Kojima Masayuki Karasuyama GNN 24 0 0 25 Sep 2025
Fast Linear Solvers via AI-Tuned Markov Chain Monte Carlo-based Matrix Inversion A. Lebedev Won Kyung Lee Soumyadip Ghosh Olha I. Yaman V. Kalantzis Yingdong Lu T. Nowicki Shashanka Ubaru L. Horesh V. Alexandrov 12 0 0 22 Sep 2025
Asynchronous Message Passing for Addressing Oversquashing in Graph Neural Networks Kushal Bose Swagatam Das 40 0 0 08 Sep 2025
NestGNN: A Graph Neural Network Framework Generalizing the Nested Logit Model for Travel Mode Choice Yuqi Zhou Zhanhong Cheng Lingqian Hu Yuheng Bu Shenhao Wang 24 0 0 08 Sep 2025
Scalable and Loosely-Coupled Multimodal Deep Learning for Breast Cancer Subtyping Mohammed Amer Mohamed Suliman Tu Bui Nuria Garcia Serban Georgescu 16 1 0 03 Sep 2025
Exact Verification of Graph Neural Networks with Incremental Constraint Solving Minghao Liu Chia-Hsuan Lu Marta Kwiatkowska AAML 40 0 0 12 Aug 2025
Topological Feature Compression for Molecular Graph Neural Networks Rahul Khorana AI4CE 78 0 0 11 Aug 2025
Synthesize, Retrieve, and Propagate: A Unified Predictive Modeling Framework for Relational Databases Ning Li Kounianhua Du Han Zhang Quan Gan Minjie Wang David Wipf Weinan Zhang AI4TS 56 0 0 10 Aug 2025
TANGO: Graph Neural Dynamics via Learned Energy and Tangential Flows Moshe Eliasof E. Haber Carola-Bibiane Schönlieb 40 0 0 07 Aug 2025
Beyond Pixels: Medical Image Quality Assessment with Implicit Neural Representations Caner Ozer Patryk Rygiel Bram de Wilde I. Oksuz J. Wolterink MedIm 24 0 0 07 Aug 2025
RelMap: Reliable Spatiotemporal Sensor Data Visualization via Imputative Spatial Interpolation Juntong Chen Huayuan Ye He Zhu Siwei Fu Changbo Wang Chenhui Li 44 0 0 02 Aug 2025
Ralts: Robust Aggregation for Enhancing Graph Neural Network Resilience on Bit-flip Errors Wencheng Zou Nan Wu AAML 53 0 0 24 Jul 2025
PyG 2.0: Scalable Learning on Real World Graphs Matthias Fey Jinu Sunil Akihiro Nitta Rishi Puri Manan Shah ... Vid Kocijan Zecheng Zhang Xinwei He J. E. Lenssen J. Leskovec GNN AI4CE 106 10 0 22 Jul 2025
Generating Directed Graphs with Dual Attention and Asymmetric Encoding Alba Carballo-Castro Manuel Madeira Yiming Qin D. Thanou Pascal Frossard 124 0 0 19 Jun 2025
Analyzing the Influence of Knowledge Graph Information on Relation Extraction Cedric Moller Ricardo Usbeck 91 0 0 19 Jun 2025
Graph Diffusion that can Insert and Delete Matteo Ninniri Marco Podda D. Bacciu DiffM 94 0 0 06 Jun 2025
Towards Efficient Few-shot Graph Neural Architecture Search via Partitioning Gradient Contribution Wenhao Song Xuan Wu Bo Yang You Zhou Yubin Xiao Yanchun Liang H. Ge Heow Pueh Lee Chunguo Wu 163 0 0 02 Jun 2025
Graph Neural Networks for Jamming Source Localization Dania Herzalla W. T. Lunardi Martin Andreoni 75 0 0 01 Jun 2025
Studying and Improving Graph Neural Network-based Motif Estimation Pedro C. Vieira Miguel E. P. Silva Pedro Manuel Pinto Ribeiro 138 0 0 30 May 2025
Beyond Completion: A Foundation Model for General Knowledge Graph Reasoning Yin Hua Zhiqiang Liu M. Ben-Chen Zheng Fang Chi-Man Wong Lingxiao Li Chi Man Vong Ningyu Zhang Wen Zhang ReLM LRM 110 0 0 28 May 2025
Meta Pruning via Graph Metanetworks : A Universal Meta Learning Framework for Network Pruning Yewei Liu Xiyuan Wang Muhan Zhang DD GNN 121 0 0 24 May 2025
Plain Transformers Can be Powerful Graph Learners Liheng Ma Soumyasundar Pal Yingxue Zhang Juil Sock Mark Coates 151 0 0 17 Apr 2025
Refining Interactions: Enhancing Anisotropy in Graph Neural Networks with Language Semantics Zhaoxing Li Xiaoming Zhang Haifeng Zhang Chengxiang Liu 133 0 0 02 Apr 2025
NodeNAS: Node-Specific Graph Neural Architecture Search for Out-of-Distribution Generalization Qiyi Wang Yinning Shao Yunlong Ma Min Liu OOD 154 1 0 04 Mar 2025
Explainable Classifier for Malignant Lymphoma Subtyping via Cell Graph and Image FusionInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025 Daiki Nishiyama H. Miyoshi Noriaki Hashimoto K. Ohshima H. Hontani I. Takeuchi Jun Sakuma 92 0 0 02 Mar 2025
Connecting the geometry and dynamics of many-body complex systems with message passing neural operators N. Gabriel N. Johnson George Em Karniadakis AI4CE 175 0 0 21 Feb 2025
RelGNN: Composite Message Passing for Relational Deep Learning Tianlang Chen Charilaos I. Kanatsoulis Jure Leskovec GNN AI4CE 154 9 0 10 Feb 2025
Using Random Noise Equivariantly to Boost Graph Neural Networks Universally Xiang Wang Muhan Zhang 379 1 0 04 Feb 2025
Learning Efficient Positional Encodings with Graph Neural Networks Charilaos I. Kanatsoulis Evelyn Choi Stephanie Jegelka Jure Leskovec Alejandro Ribeiro 212 9 0 03 Feb 2025
DeepGate4: Efficient and Effective Representation Learning for Circuit Design at Scale Ziyang Zheng Shan Huang Jianyuan Zhong Zhengyuan Shi Guohao Dai Ningyi Xu Qiang Xu GNN 242 11 0 02 Feb 2025
GraphMinNet: Learning Dependencies in Graphs with Light Complexity Minimal Architecture Md Atik Ahamed Andrew Cheng Qiang Ye Q. Cheng GNN 169 0 0 01 Feb 2025
Field-level simulation-based inference with galaxy catalogs: the impact of systematic effects Natalí S. M. de Santi F. Villaescusa-Navarro L. Abramo Helen Shao Lucia A. Perez ... F. Marinacci D. Spergel K. Dolag L. Hernquist M. Vogelsberger 317 7 0 28 Jan 2025
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 176 1 0 21 Jan 2025
Multi-Aggregator Time-Warping Heterogeneous Graph Neural Network for Personalized Micro-Video Recommendation Jinkun Han Wei Li Xhipeng Cai Yongqian Li 182 5 0 05 Jan 2025
Graph-Aware Isomorphic Attention for Adaptive Dynamics in Transformers Markus J. Buehler AI4CE 221 5 0 04 Jan 2025
Causal-aware Graph Neural Architecture Search under Distribution Shifts Peiwen Li Xin Wang Zeyang Zhang Yi Qin Ziwei Zhang Jialong Wang Yang Li Wenwu Zhu CML OOD 198 5 0 31 Dec 2024
Hybrid variable spiking graph neural networks for energy-efficient scientific machine learning Isha Jain Shailesh Garg Shaurya Shriyam Souvik Chakraborty GNN 183 0 0 12 Dec 2024
Multigraph Message Passing with Bi-Directional Multi-Edge Aggregations H. Çağrı Bilgi Lydia Y. Chen Kubilay Atasu 183 1 0 29 Nov 2024
Partitioning Message Passing for Graph Fraud Detection Wei Zhuo Zemin Liu Bryan Hooi Bingsheng He Guang Tan Rizal Fathony Jia Chen 242 23 0 16 Nov 2024
UniGAD: Unifying Multi-level Graph Anomaly Detection Yiqing Lin Jianheng Tang Chenyi Zi Haihong Zhao Yuan Yao Jia Li 135 6 0 10 Nov 2024
Customized Subgraph Selection and Encoding for Drug-drug Interaction Prediction Haotong Du Quanming Yao Juzheng Zhang Yong Liu Zhen Wang 113 7 0 03 Nov 2024
Rapid and Automated Alloy Design with Graph Neural Network-Powered LLM-Driven Multi-Agent Systems Alireza Ghafarollahi Markus J. Buehler AI4CE 86 7 0 17 Oct 2024
GDeR: Safeguarding Efficiency, Balancing, and Robustness via Prototypical Graph Pruning Guibin Zhang Haonan Dong Yuchen Zhang Zhixun Li Dingshuo Chen Kai Wang Tianlong Chen Yuxuan Liang Dawei Cheng Kun Wang 173 5 0 17 Oct 2024
Towards Graph Foundation Models: Training on Knowledge Graphs Enables Transferability to General Graphs Kai Wang Siqiang Luo Caihua Shan Yifei Shen 148 1 0 16 Oct 2024
Towards Stable, Globally Expressive Graph Representations with Laplacian Eigenvectors Junru Zhou Cai Zhou Xiyuan Wang Pan Li Muhan Zhang 187 1 0 13 Oct 2024
Enhancing GNNs with Architecture-Agnostic Graph Transformations: A Systematic Analysis Zhifei Li Gerrit Großmann V. Wolf 110 0 0 11 Oct 2024
FSW-GNN: A Bi-Lipschitz WL-Equivalent Graph Neural Network Yonatan Sverdlov Yair Davidson Nadav Dym Tal Amir 130 4 0 10 Oct 2024