Title
A Comprehensive Survey on Distributed Training of Graph Neural Networks Haiyang Lin Yurui Lai Xiaochun Ye Xiaochun Ye Shirui Pan Wenguang Chen Yuan Xie GNN 115 27 0 10 Nov 2022
Application of Graph Neural Networks and graph descriptors for graph classification J. Adamczyk FaML 88 5 0 07 Nov 2022
Characterizing the Efficiency of Graph Neural Network Frameworks with a Magnifying Glass Xin Huang Jongryool Kim Brad Rees Chul-Ho Lee GNN 42 4 0 06 Nov 2022
1-D Convolutional Graph Convolutional Networks for Fault Detection in Distributed Energy Systems Bang L. H. Nguyen T. Vu Thai-Thanh Nguyen M. Panwar R. Hovsapian 32 3 0 05 Nov 2022
Port-metriplectic neural networks: thermodynamics-informed machine learning of complex physical systems Quercus Hernandez Alberto Badías Francisco Chinesta Elías Cueto PINN AI4CE 114 15 0 03 Nov 2022
Multi-Agent Reinforcement Learning for Adaptive Mesh Refinement Jiachen Yang K. Mittal T. Dzanic S. Petrides B. Keith Brenden K. Petersen Daniel Faissol R. Anderson 71 8 0 02 Nov 2022
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GLINKX: A Scalable Unified Framework For Homophilous and Heterophilous Graphs Marios Papachristou Rishab Goel Frank Portman M. Miller Rong Jin 96 0 0 01 Nov 2022
Distributed Graph Neural Network Training: A Survey Yingxia Shao Hongzheng Li Xizhi Gu Hongbo Yin Yawen Li Xupeng Miao Wentao Zhang Tengjiao Wang Lei Chen GNN AI4CE 127 65 0 01 Nov 2022
When Do We Need Graph Neural Networks for Node Classification? Sitao Luan Chenqing Hua Qincheng Lu Jiaqi Zhu Xiaoming Chang Doina Precup 77 0 0 30 Oct 2022
A Comparative Study of Graph Neural Networks for Shape Classification in Neuroimaging N. Shehata Wulfie Bain Ben Glocker 112 2 0 29 Oct 2022
M3FGM:a node masking and multi-granularity message passing-based federated graph model for spatial-temporal data prediction Yuxing Tian Zheng Liu Yanwen Qu Song Li Jiachi Luo AI4CE 78 1 0 27 Oct 2022
Policy-Guided Lazy Search with Feedback for Task and Motion Planning M. Khodeir Atharv Sonwane Ruthrash Hari Florian Shkurti 114 6 0 25 Oct 2022
$$\texttt{Mangrove}$: Learning Galaxy Properties from Merger Trees$ $\texttt{Mangrove}$ : Learning Galaxy Properties from Merger Trees C. K. Jespersen M. Cranmer Peter Melchior S. Ho R. Somerville Austen Gabrielpillai 67 17 0 24 Oct 2022
Thermodynamics-informed neural networks for physically realistic mixed reality Quercus Hernandez Alberto Badías Francisco Chinesta Elías Cueto PINN AI4CE 70 18 0 24 Oct 2022
Lexical Generalization Improves with Larger Models and Longer Training Elron Bandel Yoav Goldberg Yanai Elazar 94 7 0 23 Oct 2022
Learning Feasibility of Factored Nonlinear Programs in Robotic Manipulation Planning Joaquim Ortiz de Haro Jung-Su Ha Danny Driess E. Karpas Marc Toussaint 77 2 0 22 Oct 2022
Benchmarking GPU and TPU Performance with Graph Neural Networks X. Ju Yunsong Wang D. Murnane Nicholas Choma S. Farrell P. Calafiura GNN 42 2 0 21 Oct 2022
FoSR: First-order spectral rewiring for addressing oversquashing in GNNs Kedar Karhadkar P. Banerjee Guido Montúfar 100 67 0 21 Oct 2022
gSuite: A Flexible and Framework Independent Benchmark Suite for Graph Neural Network Inference on GPUs Taha Tekdogan Serkan Göktas Ayse Yilmazer-Metin 56 0 0 20 Oct 2022
Conditional Goal-oriented Trajectory Prediction for Interacting Vehicles with Vectorized Representation Ding Li Qichao Zhang Shuai Lu Yifeng Pan Dongbin Zhao 82 5 0 19 Oct 2022
Machine Learning for a Sustainable Energy Future Zhenpeng Yao Yanwei Lum Andrew K. Johnston L. M. Mejia-Mendoza Xiaoxia Zhou Yonggang Wen Alán Aspuru-Guzik E. Sargent Z. Seh 94 237 0 19 Oct 2022
Predicting Winning Regions in Parity Games via Graph Neural Networks (Extended Abstract) Tobias Hecking Swathy Muthukrishnan Alexander Weinert 64 0 0 18 Oct 2022
A Practical, Progressively-Expressive GNN Lingxiao Zhao Louis Härtel Neil Shah Leman Akoglu 85 18 0 18 Oct 2022
Test-Time Training for Graph Neural Networks Yiqi Wang Chaozhuo Li Wei Jin Rui Li Jianan Zhao Jiliang Tang Xing Xie OOD 107 15 0 17 Oct 2022
MGNNI: Multiscale Graph Neural Networks with Implicit Layers Juncheng Liu Bryan Hooi Kenji Kawaguchi X. Xiao AI4CE 83 22 0 15 Oct 2022
Unsupervised Dense Nuclei Detection and Segmentation with Prior Self-activation Map For Histology Images Pingyi Chen Chenglu Zhu Zhongyi Shui Jiatong Cai S. Zheng Shichuan Zhang Ling Yang 46 4 0 14 Oct 2022
Revisiting Heterophily For Graph Neural Networks Sitao Luan Chenqing Hua Qincheng Lu Jiaqi Zhu Mingde Zhao Shuyuan Zhang Xiaoming Chang Doina Precup 86 198 0 14 Oct 2022
Mix and Reason: Reasoning over Semantic Topology with Data Mixing for Domain Generalization Chaoqi Chen Luyao Tang Feng Liu Gangming Zhao Yue Huang Yizhou Yu 105 32 0 14 Oct 2022
Sample Efficient Dynamics Learning for Symmetrical Legged Robots:Leveraging Physics Invariance and Geometric Symmetries Jee-eun Lee Jaemin Lee T. Bandyopadhyay Luis Sentis DRL 47 2 0 13 Oct 2022
Self-Supervised Learning of Linear Precoders under Non-Linear PA Distortion for Energy-Efficient Massive MIMO Systems Thomas Feys Xavier Mestre François Rottenberg 49 2 0 13 Oct 2022
SlotFormer: Unsupervised Visual Dynamics Simulation with Object-Centric Models Ziyi Wu Nikita Dvornik Klaus Greff Thomas Kipf Animesh Garg OCL BDL 140 95 0 12 Oct 2022
Uplifting Message Passing Neural Network with Graph Original Information Xiao Liu Lijun Zhang Hui Guan GNN 74 2 0 08 Oct 2022
Weisfeiler-Lehman goes Dynamic: An Analysis of the Expressive Power of Graph Neural Networks for Attributed and Dynamic Graphs Silvia Beddar-Wiesing Giuseppe Alessio D’Inverno C. Graziani Veronica Lachi Alice Moallemy-Oureh F. Scarselli J. M. Thomas 70 10 0 08 Oct 2022
GRANITE: A Graph Neural Network Model for Basic Block Throughput Estimation O. Sýkora P. Phothilimthana Charith Mendis Amir Yazdanbakhsh GNN 108 21 0 08 Oct 2022
Specialized Re-Ranking: A Novel Retrieval-Verification Framework for Cloth Changing Person Re-Identification Renjie Zhang Yu Fang Huaxin Song Fangbin Wan Yanwei Fu Hirokazu Kato Yang Wu 146 12 0 07 Oct 2022
Achieving and Understanding Out-of-Distribution Generalization in Systematic Reasoning in Small-Scale Transformers A. Nam Mustafa Abdool Trevor C. Maxfield James L. McClelland NAI LRM AI4CE 57 1 0 07 Oct 2022
Expander Graph Propagation Andreea Deac Marc Lackenby Petar Velivcković 148 57 0 06 Oct 2022
Efficient Learning of Mesh-Based Physical Simulation with BSMS-GNN Yadi Cao Menglei Chai Minchen Li Chenfanfu Jiang AI4CE 97 25 0 05 Oct 2022
Relational Proxies: Emergent Relationships as Fine-Grained Discriminators Abhra Chaudhuri Massimiliano Mancini Zeynep Akata Anjan Dutta 60 4 0 05 Oct 2022
Stateful active facilitator: Coordination and Environmental Heterogeneity in Cooperative Multi-Agent Reinforcement Learning Dianbo Liu Vedant Shah Oussama Boussif Cristian Meo Anirudh Goyal Tianmin Shu Michael C. Mozer N. Heess Yoshua Bengio 114 8 0 04 Oct 2022
MultiScale MeshGraphNets Meire Fortunato Tobias Pfaff Peter Wirnsberger Alexander Pritzel Peter W. Battaglia AI4CE 98 78 0 02 Oct 2022
GFlowNets and variational inference Nikolay Malkin Salem Lahlou T. Deleu Xu Ji J. E. Hu Katie Everett Dinghuai Zhang Yoshua Bengio BDL 227 89 0 02 Oct 2022
Dynamic Inference on Graphs using Structured Transition Models Saumya Saxena Oliver Kroemer AI4CE 121 0 0 29 Sep 2022
Zero-shot visual reasoning through probabilistic analogical mapping Taylor Webb Shuhao Fu Trevor Bihl K. Holyoak Hongjing Lu LRM 95 13 0 29 Sep 2022
Deep learning and multi-level featurization of graph representations of microstructural data Reese E. Jones Cosmin Safta A. Frankel AI4CE 70 4 0 29 Sep 2022
A Survey on Graph Neural Networks and Graph Transformers in Computer Vision: A Task-Oriented Perspective Chaoqi Chen Yushuang Wu Qiyuan Dai Hong-Yu Zhou Mutian Xu Sibei Yang Xiaoguang Han Yizhou Yu ViT MedIm AI4CE 137 80 0 27 Sep 2022
Learned Force Fields Are Ready For Ground State Catalyst Discovery Michael Schaarschmidt M. Rivière A. Ganose J. Spencer Alex Gaunt J. Kirkpatrick Simon Axelrod Peter W. Battaglia Jonathan Godwin 84 11 0 26 Sep 2022
Graph Neural Networks for Multi-Robot Active Information Acquisition Mariliza Tzes N. Bousias Evangelos Chatzipantazis George J. Pappas GNN 118 34 0 24 Sep 2022
Planning for Multi-Object Manipulation with Graph Neural Network Relational Classifiers Yixuan Huang Adam Conkey Tucker Hermans 126 26 0 24 Sep 2022