A Survey of Graph Transformers: Architectures, Theories and Applications

23 February 2025

Papers citing "A Survey of Graph Transformers: Architectures, Theories and Applications"

45 / 145 papers shown

Title
E(n) Equivariant Graph Neural Networks Victor Garcia Satorras Emiel Hoogeboom Max Welling 111 1,022 0 19 Feb 2021
A Generalization of Transformer Networks to Graphs Vijay Prakash Dwivedi Xavier Bresson AI4CE 103 749 0 17 Dec 2020
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 654 41,103 0 22 Oct 2020
Rethinking Attention with Performers K. Choromanski Valerii Likhosherstov David Dohan Xingyou Song Andreea Gane ... Afroz Mohiuddin Lukasz Kaiser David Belanger Lucy J. Colwell Adrian Weller 181 1,585 0 30 Sep 2020
Learning from Protein Structure with Geometric Vector Perceptrons Bowen Jing Stephan Eismann Patricia Suriana Raphael J. L. Townshend R. Dror GNN 3DV 67 484 0 03 Sep 2020
Big Bird: Transformers for Longer Sequences Manzil Zaheer Guru Guruganesh Kumar Avinava Dubey Joshua Ainslie Chris Alberti ... Philip Pham Anirudh Ravula Qifan Wang Li Yang Amr Ahmed VLM 543 2,086 0 28 Jul 2020
SE(3)-Transformers: 3D Roto-Translation Equivariant Attention Networks F. Fuchs Daniel E. Worrall Volker Fischer Max Welling 3DPC 153 692 0 18 Jun 2020
Spatio-Temporal Graph Transformer Networks for Pedestrian Trajectory Prediction Cunjun Yu Xiao Ma Jiawei Ren Haiyu Zhao Shuai Yi 62 472 0 18 May 2020
Open Graph Benchmark: Datasets for Machine Learning on Graphs Weihua Hu Matthias Fey Marinka Zitnik Yuxiao Dong Hongyu Ren Bowen Liu Michele Catasta J. Leskovec 306 2,732 0 02 May 2020
Learning 3D Semantic Scene Graphs from 3D Indoor Reconstructions Johanna Wald Helisa Dhamo Nassir Navab Federico Tombari 3DV 3DPC 71 217 0 08 Apr 2020
Molecule Attention Transformer Lukasz Maziarka Tomasz Danel Slawomir Mucha Krzysztof Rataj Jacek Tabor Stanislaw Jastrzebski 78 170 0 19 Feb 2020
Interpretable Rumor Detection in Microblogs by Attending to User Interactions Ling Min Serena Khoo Hai Leong Chieu Zhong Qian Jing Jiang 57 197 0 29 Jan 2020
Graph-Bert: Only Attention is Needed for Learning Graph Representations Jiawei Zhang Haopeng Zhang Congying Xia Li Sun 84 304 0 15 Jan 2020
Graph Transformer for Graph-to-Sequence Learning Deng Cai W. Lam 72 224 0 18 Nov 2019
GMAN: A Graph Multi-Attention Network for Traffic Prediction Chuanpan Zheng Xiaoliang Fan Cheng-Yu Wang Jianzhong Qi AI4TS AI4CE 114 1,376 0 11 Nov 2019
Multi-scale Attributed Node Embedding Benedek Rozemberczki Carl Allen Rik Sarkar GNN 266 861 0 28 Sep 2019
FreiHAND: A Dataset for Markerless Capture of Hand Pose and Shape from Single RGB Images Christiane Zimmermann Duygu Ceylan Jimei Yang Bryan C. Russell Max Argus Thomas Brox 3DH 226 409 0 10 Sep 2019
Measuring and Relieving the Over-smoothing Problem for Graph Neural Networks from the Topological View Deli Chen Yankai Lin Wei Li Peng Li Jie Zhou Xu Sun 90 1,109 0 07 Sep 2019
Modeling Graph Structure in Transformer for Better AMR-to-Text Generation Jiehan Zhu Junhui Li Muhua Zhu Longhua Qian Min Zhang Guodong Zhou 64 102 0 31 Aug 2019
DropEdge: Towards Deep Graph Convolutional Networks on Node Classification Yu Rong Wenbing Huang Tingyang Xu Junzhou Huang 110 1,339 0 25 Jul 2019
Evaluating Protein Transfer Learning with TAPE Roshan Rao Nicholas Bhattacharya Neil Thomas Yan Duan Xi Chen John F. Canny Pieter Abbeel Yun S. Song SSL 94 796 0 19 Jun 2019
Fine-Grained Spoiler Detection from Large-Scale Review Corpora Mengting Wan Rishabh Misra Ndapandula Nakashole Julian McAuley 44 132 0 31 May 2019
REVERIE: Remote Embodied Visual Referring Expression in Real Indoor Environments Yuankai Qi Qi Wu Peter Anderson Xinze Wang Wenjie Wang Chunhua Shen Anton Van Den Hengel LM&Ro 88 324 0 23 Apr 2019
Text Generation from Knowledge Graphs with Graph Transformers Rik Koncel-Kedziorski Dhanush Bekal Yi Luan Mirella Lapata Hannaneh Hajishirzi 64 327 0 04 Apr 2019
Invariant and Equivariant Graph Networks Haggai Maron Heli Ben-Hamu Nadav Shamir Y. Lipman 130 504 0 24 Dec 2018
Molecular Sets (MOSES): A Benchmarking Platform for Molecular Generation Models Daniil Polykovskiy Alexander Zhebrak Benjamín Sánchez-Lengeling Sergey Golovanov Oktai Tatanov ... Simon Johansson Hongming Chen Sergey I. Nikolenko Alán Aspuru-Guzik Alex Zhavoronkov ELM 257 651 0 29 Nov 2018
GuacaMol: Benchmarking Models for De Novo Molecular Design Nathan Brown Marco Fiscato Marwin H. S. Segler Alain C. Vaucher ELM 109 708 0 22 Nov 2018
TrafficPredict: Trajectory Prediction for Heterogeneous Traffic-Agents Sungwon Kim Sang-gil Lee Sibo Zhang Ruigang Yang Jaehyeon Kim Tianyi Zhou 85 423 0 06 Nov 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 94,891 0 11 Oct 2018
How Powerful are Graph Neural Networks? Keyulu Xu Weihua Hu J. Leskovec Stefanie Jegelka GNN 240 7,653 0 01 Oct 2018
End-to-End Learning on 3D Protein Structure for Interface Prediction Raphael J. L. Townshend Rishi Bedi Patricia Suriana R. Dror 3DV 58 103 0 03 Jul 2018
Vision-and-Language Navigation: Interpreting visually-grounded navigation instructions in real environments Peter Anderson Qi Wu Damien Teney Jake Bruce Mark Johnson Niko Sünderhauf Ian Reid Stephen Gould Anton Van Den Hengel LM&Ro 95 1,308 0 20 Nov 2017
Graph Attention Networks Petar Velickovic Guillem Cucurull Arantxa Casanova Adriana Romero Pietro Lio Yoshua Bengio GNN 479 20,164 0 30 Oct 2017
Social Attention: Modeling Attention in Human Crowds Anirudh Vemula Katharina Muelling Jean Oh HAI 62 641 0 12 Oct 2017
DeepPath: A Reinforcement Learning Method for Knowledge Graph Reasoning Wenhan Xiong Thi-Lan-Giao Hoang William Yang Wang 80 725 0 20 Jul 2017
Convolutional 2D Knowledge Graph Embeddings Tim Dettmers Pasquale Minervini Pontus Stenetorp Sebastian Riedel GNN 3DV 186 2,619 0 05 Jul 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 701 131,652 0 12 Jun 2017
Convolutional Sequence to Sequence Learning Jonas Gehring Michael Auli David Grangier Denis Yarats Yann N. Dauphin AIMat 169 3,287 0 08 May 2017
MoleculeNet: A Benchmark for Molecular Machine Learning Zhenqin Wu Bharath Ramsundar Evan N. Feinberg Joseph Gomes C. Geniesse Aneesh S. Pappu K. Leswing Vijay S. Pande OOD 337 1,827 0 02 Mar 2017
Semi-Supervised Classification with Graph Convolutional Networks Thomas Kipf Max Welling GNN SSL 635 29,076 0 09 Sep 2016
Modeling Context in Referring Expressions Licheng Yu Patrick Poirson Shan Yang Alexander C. Berg Tamara L. Berg 129 1,263 0 31 Jul 2016
Layer Normalization Jimmy Lei Ba J. Kiros Geoffrey E. Hinton 413 10,494 0 21 Jul 2016
node2vec: Scalable Feature Learning for Networks Aditya Grover J. Leskovec 186 10,876 0 03 Jul 2016
Ups and Downs: Modeling the Visual Evolution of Fashion Trends with One-Class Collaborative Filtering Ruining He Julian McAuley 154 2,061 0 04 Feb 2016
Generation and Comprehension of Unambiguous Object Descriptions Junhua Mao Jonathan Huang Alexander Toshev Oana-Maria Camburu Alan Yuille Kevin Patrick Murphy ObjD 126 1,345 0 07 Nov 2015