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Weisfeiler and Leman Go Neural: Higher-order Graph Neural Networks

4 October 2018

Papers citing "Weisfeiler and Leman Go Neural: Higher-order Graph Neural Networks"

50 / 876 papers shown

Title
Computing Graph Descriptors on Edge Streams Zohair Raza Hassan Sarwan Ali Imdadullah Khan Mudassir Shabbir W. Abbas 179 7 0 02 Sep 2021
From Statistical Relational to Neurosymbolic Artificial Intelligence: a SurveyArtificial Intelligence (AI), 2021 Giuseppe Marra Sebastijan Dumancic Robin Manhaeve Luc de Raedt NAI 331 93 0 25 Aug 2021
Graph Neural Networks: Methods, Applications, and Opportunities Lilapati Waikhom Ripon Patgiri GNN 222 48 0 24 Aug 2021
Pooling Architecture Search for Graph ClassificationInternational Conference on Information and Knowledge Management (CIKM), 2021 Lan Wei Huan Zhao Quanming Yao Zhiqiang He AI4CE 195 81 0 24 Aug 2021
Bag of Tricks for Training Deeper Graph Neural Networks: A Comprehensive Benchmark StudyIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021 Tianlong Chen Kaixiong Zhou Keyu Duan Wenqing Zheng Peihao Wang Helen Zhou Zinan Lin AAML GNN 133 73 0 24 Aug 2021
Integrating Transductive And Inductive Embeddings Improves Link Prediction AccuracyInternational Conference on Information and Knowledge Management (CIKM), 2021 Chitrank Gupta Yash Jain A. De Soumen Chakrabarti AI4CE 157 8 0 23 Aug 2021
PSGR: Pixel-wise Sparse Graph Reasoning for COVID-19 Pneumonia Segmentation in CT Images Haozhe Jia Haoteng Tang Guixiang Ma Weidong (Tom) Cai Heng-Chiao Huang Chen Tang Yong-quan Xia 125 7 0 09 Aug 2021
You too Brutus! Trapping Hateful Users in Social Media: Challenges, Solutions & Insights Mithun Das Punyajoy Saha Ritam Dutt Pawan Goyal Animesh Mukherjee Binny Mathew 102 24 0 01 Aug 2021
Ego-GNNs: Exploiting Ego Structures in Graph Neural NetworksIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2021 Dylan Sandfelder Priyesh Vijayan William L. Hamilton 172 28 0 22 Jul 2021
MMGCN: Multimodal Fusion via Deep Graph Convolution Network for Emotion Recognition in ConversationAnnual Meeting of the Association for Computational Linguistics (ACL), 2021 Jingwen Hu Yuchen Liu Jinming Zhao Qin Jin 233 297 0 14 Jul 2021
Generalization of graph network inferences in higher-order graphical models Yicheng Fei Xaq Pitkow 210 0 0 12 Jul 2021
Partition and Code: learning how to compress graphs Giorgos Bouritsas Andreas Loukas Nikolaos Karalias M. Bronstein 191 19 0 05 Jul 2021
A Survey on Graph-Based Deep Learning for Computational Histopathology David Ahmedt-Aristizabal M. Armin Akila Pemasiri Clinton Fookes L. Petersson GNN AI4CE 244 132 0 01 Jul 2021
Graph Convolutional Memory using Topological Priors Steven D. Morad Stephan Liwicki Ryan Kortvelesy R. Mecca Amanda Prorok 79 2 0 27 Jun 2021
Pruning Edges and Gradients to Learn Hypergraphs from Larger SetsLOG IN (LOG IN), 2021 David W. Zhang Gertjan J. Burghouts Cees G. M. Snoek 196 4 0 26 Jun 2021
Weisfeiler and Lehman Go Cellular: CW Networks Cristian Bodnar Fabrizio Frasca N. Otter Yu Guang Wang Pietro Lio Guido Montúfar M. Bronstein GNN 289 278 0 23 Jun 2021
Graph coarsening: From scientific computing to machine learningSeMA Journal (SeMA), 2021 Jie Chen Y. Saad Zecheng Zhang 157 46 0 22 Jun 2021
Large-Scale Chemical Language Representations Capture Molecular Structure and PropertiesNature Machine Intelligence (Nat. Mach. Intell.), 2021 Jerret Ross Brian M. Belgodere Vijil Chenthamarakshan Inkit Padhi Youssef Mroueh Payel Das AI4CE 230 427 0 17 Jun 2021
On the approximation capability of GNNs in node classification/regression tasks Giuseppe Alessio D’Inverno Monica Bianchini M. Sampoli F. Scarselli 361 15 0 16 Jun 2021
Node Classification Meets Link Prediction on Knowledge Graphs Ralph Abboud .Ismail .Ilkan Ceylan 117 3 0 14 Jun 2021
Graph Neural Networks with Local Graph ParametersNeural Information Processing Systems (NeurIPS), 2021 Pablo Barceló Floris Geerts Juan L. Reutter Maksimilian Ryschkov 145 78 0 12 Jun 2021
Scalars are universal: Equivariant machine learning, structured like classical physicsNeural Information Processing Systems (NeurIPS), 2021 Soledad Villar D. Hogg Kate Storey-Fisher Weichi Yao Ben Blum-Smith PINN AI4CE 309 149 0 11 Jun 2021
Breaking the Limit of Graph Neural Networks by Improving the Assortativity of Graphs with Local Mixing PatternsKnowledge Discovery and Data Mining (KDD), 2021 Susheel Suresh Vinith Budde Jennifer Neville Pan Li Jianzhu Ma 215 160 0 11 Jun 2021
Is Homophily a Necessity for Graph Neural Networks?International Conference on Learning Representations (ICLR), 2021 Yao Ma Xiaorui Liu Neil Shah Shucheng Zhou 198 271 0 11 Jun 2021
Adversarial Graph Augmentation to Improve Graph Contrastive LearningNeural Information Processing Systems (NeurIPS), 2021 Susheel Suresh Pan Li Cong Hao Jennifer Neville AAML 340 408 0 10 Jun 2021
GNNAutoScale: Scalable and Expressive Graph Neural Networks via Historical EmbeddingsInternational Conference on Machine Learning (ICML), 2021 Matthias Fey J. E. Lenssen F. Weichert J. Leskovec GNN 158 144 0 10 Jun 2021
Breaking the Limits of Message Passing Graph Neural NetworksInternational Conference on Machine Learning (ICML), 2021 M. Balcilar Pierre Héroux Benoit Gaüzère Pascal Vasseur Sébastien Adam P. Honeine 211 152 0 08 Jun 2021
Rethinking Graph Transformers with Spectral AttentionNeural Information Processing Systems (NeurIPS), 2021 Devin Kreuzer Dominique Beaini William L. Hamilton Vincent Létourneau Prudencio Tossou 410 682 0 07 Jun 2021
DMBGN: Deep Multi-Behavior Graph Networks for Voucher Redemption Rate PredictionKnowledge Discovery and Data Mining (KDD), 2021 Fengtong Xiao Lin Li Weinan Xu Jingyu Zhao Xiaofeng Yang Jun Lang Hao Wang 113 14 0 07 Jun 2021
Spatial Graph Attention and Curiosity-driven Policy for Antiviral Drug DiscoveryInternational Conference on Learning Representations (ICLR), 2021 Yulun Wu Mikaela Cashman Nicholas Choma E. Prates V. G. M. Vergara ... M. Head Rick L. Stevens Peter Nugent Daniel A. Jacobson James B. Brown GNN 395 10 0 04 Jun 2021
Causal Effect Inference for Structured TreatmentsNeural Information Processing Systems (NeurIPS), 2021 Jean Kaddour Yuchen Zhu Qi Liu Matt J. Kusner Ricardo M. A. Silva CML 464 53 0 03 Jun 2021
NeRP: Neural Rearrangement Planning for Unknown Objects A. H. Qureshi Arsalan Mousavian Chris Paxton Michael C. Yip Dieter Fox 204 66 0 02 Jun 2021
GemNet: Universal Directional Graph Neural Networks for MoleculesNeural Information Processing Systems (NeurIPS), 2021 Johannes Klicpera Florian Becker Stephan Günnemann AI4CE 935 537 0 02 Jun 2021
Relational Reasoning NetworksKnowledge-Based Systems (KBS), 2021 G. Marra Michelangelo Diligenti Francesco Giannini NAI 252 6 0 01 Jun 2021
Node-Variant Graph Filters in Graph Neural Networks Fernando Gama Brendon G. Anderson Somayeh Sojoudi GNN 201 7 0 31 May 2021
Relational Graph Neural Network Design via Progressive Neural Architecture Search Ailing Zeng Minhao Liu Zhiwei Liu Ruiyuan Gao Jing Qin Qiang Xu 177 0 0 30 May 2021
Hashing-Accelerated Graph Neural Networks for Link PredictionThe Web Conference (WWW), 2021 Wei Wu Bin Li Chuan Luo Wolfgang Nejdl GNN 132 48 0 29 May 2021
Local, global and scale-dependent node rolesInternational Conference on Autonomic and Autonomous Systems (ICAAS), 2021 Michael Scholkemper Michael T. Schaub 41 2 0 26 May 2021
Revisiting 2D Convolutional Neural Networks for Graph-based ApplicationsIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021 Yecheng Lyu Xinming Huang Ziming Zhang GNN 140 6 0 23 May 2021
Inclusion of Domain-Knowledge into GNNs using Mode-Directed Inverse EntailmentMachine-mediated learning (ML), 2021 T. Dash Harshvardhan Mestha A. Baskar 156 13 0 22 May 2021
Generative Adversarial Neural Architecture SearchInternational Joint Conference on Artificial Intelligence (IJCAI), 2021 Seyed Saeed Changiz Rezaei Fred X. Han Di Niu Mohammad Salameh Keith G. Mills Shuo Lian Wei Lu Shangling Jui 99 13 0 19 May 2021
Neural Trees for Learning on GraphsNeural Information Processing Systems (NeurIPS), 2021 Rajat Talak Siyi Hu Lisa Peng Luca Carlone 234 27 0 15 May 2021
The Power of the Weisfeiler-Leman Algorithm for Machine Learning with GraphsInternational Joint Conference on Artificial Intelligence (IJCAI), 2021 Christopher Morris Matthias Fey Nils M. Kriege GNN 149 26 0 12 May 2021
UniGNN: a Unified Framework for Graph and Hypergraph Neural NetworksInternational Joint Conference on Artificial Intelligence (IJCAI), 2021 Jing Huang Jie Yang AI4CE GNN 193 229 0 03 May 2021
The Logic of Graph Neural NetworksLogic in Computer Science (LICS), 2021 Martin Grohe AI4CE 171 104 0 29 Apr 2021
MEG: Generating Molecular Counterfactual Explanations for Deep Graph NetworksIEEE International Joint Conference on Neural Network (IJCNN), 2021 Danilo Numeroso D. Bacciu 139 45 0 16 Apr 2021
AutoGL: A Library for Automated Graph Learning Ziwei Zhang Yijian Qin Zeyang Zhang Chaoyu Guan Jie Cai ... Beini Xie Yang Yao Yipeng Zhang Xin Eric Wang Wenwu Zhu 309 31 0 11 Apr 2021
Scaling up graph homomorphism for classification via sampling P. Beaujean F. Sikora Florian Yger 93 3 0 08 Apr 2021
Theoretically Improving Graph Neural Networks via Anonymous Walk Graph KernelsThe Web Conference (WWW), 2021 Qingqing Long Yilun Jin Yi Wu Guojie Song 265 41 0 07 Apr 2021
Improving the Expressive Power of Graph Neural Network with Tinhofer Algorithm Alan J. X. Guo Qing-Hu Hou Ou Wu 100 1 0 05 Apr 2021