Graph Transformers: A Survey

13 July 2024

Karin Verspoor

Papers citing "Graph Transformers: A Survey"

23 / 23 papers shown

Title
On the Limits of Applying Graph Transformers for Brain Connectome Classification Jose Lara-Rangel Clare Heinbaugh 46 0 0 20 Mar 2025
Unlocking the Potential of Classic GNNs for Graph-level Tasks: Simple Architectures Meet Excellence Yuankai Luo Lei Shi Xiao-Ming Wu AI4CE 60 0 0 13 Feb 2025
Biologically Plausible Brain Graph Transformer Ciyuan Peng Yuelong Huang Qichao Dong Shuo Yu Feng Xia Chengqi Zhang Yaochu Jin 51 1 0 13 Feb 2025
Homomorphism Counts as Structural Encodings for Graph Learning Linus Bao Emily Jin Michael M. Bronstein .Ismail .Ilkan Ceylan Matthias Lanzinger 30 1 0 24 Oct 2024
Hierarchical Transformer for Scalable Graph Learning Wenhao Zhu Tianyu Wen Guojie Song Xiaojun Ma Liang Wang 25 8 0 04 May 2023
FormNetV2: Multimodal Graph Contrastive Learning for Form Document Information Extraction Nils Loose Chun-Liang Li Hao Zhang Timothy Dozat Felix Mächtle ... Shangbang Long Siyang Qin Yasuhisa Fujii Nan Hua T. Eisenbarth SSL 34 17 0 04 May 2023
Transforming Visual Scene Graphs to Image Captions Xu Yang Jiawei Peng Zihua Wang Haiyang Xu Qinghao Ye Chenliang Li Mingshi Yan Feisi Huang Zhangzikang Li Yu Zhang 26 10 0 03 May 2023
Transformer-based Image Generation from Scene Graphs Renato Sortino S. Palazzo C. Spampinato ViT 25 15 0 08 Mar 2023
Structure Pretraining and Prompt Tuning for Knowledge Graph Transfer Wen Zhang Yushan Zhu Mingyang Chen Yuxia Geng Yufen Huang Yajing Xu Wenting Song Hua-zeng Chen 46 18 0 03 Mar 2023
Specformer: Spectral Graph Neural Networks Meet Transformers Deyu Bo Chuan Shi Lele Wang Renjie Liao 66 74 0 02 Mar 2023
Hierarchical Graph Transformer with Adaptive Node Sampling Zaixin Zhang Qi Liu Qingyong Hu Cheekong Lee 58 82 0 08 Oct 2022
Video Graph Transformer for Video Question Answering Junbin Xiao Pan Zhou Tat-Seng Chua Shuicheng Yan ViT 131 73 0 12 Jul 2022
Deformable Graph Transformer Jinyoung Park Seongjun Yun Hyeon-ju Park Jaewoo Kang Jisu Jeong KyungHyun Kim Jung-Woo Ha Hyunwoo J. Kim 75 7 0 29 Jun 2022
How Powerful are Spectral Graph Neural Networks Xiyuan Wang Muhan Zhang 70 175 0 23 May 2022
DProQ: A Gated-Graph Transformer for Protein Complex Structure Assessment Xiao Chen Alex Morehead Jian Liu Jianlin Cheng 17 6 0 21 May 2022
GRPE: Relative Positional Encoding for Graph Transformer Wonpyo Park Woonggi Chang Donggeon Lee Juntae Kim Seung-won Hwang 39 74 0 30 Jan 2022
RelTR: Relation Transformer for Scene Graph Generation Yuren Cong M. Yang Bodo Rosenhahn ViT 70 130 0 27 Jan 2022
BGT-Net: Bidirectional GRU Transformer Network for Scene Graph Generation Naina Dhingra Florian Ritter A. Kunz 53 36 0 11 Sep 2021
Dual Graph Convolutional Networks with Transformer and Curriculum Learning for Image Captioning Xinzhi Dong Chengjiang Long Wenju Xu Chunxia Xiao ViT 69 66 0 05 Aug 2021
VideoGPT: Video Generation using VQ-VAE and Transformers Wilson Yan Yunzhi Zhang Pieter Abbeel A. Srinivas ViT VGen 237 482 0 20 Apr 2021
A Simple and Effective Positional Encoding for Transformers Pu-Chin Chen Henry Tsai Srinadh Bhojanapalli Hyung Won Chung Yin-Wen Chang Chun-Sung Ferng 23 61 0 18 Apr 2021
Transformer in Transformer Kai Han An Xiao Enhua Wu Jianyuan Guo Chunjing Xu Yunhe Wang ViT 276 1,490 0 27 Feb 2021
Memorization vs. Generalization: Quantifying Data Leakage in NLP Performance Evaluation Aparna Elangovan Jiayuan He Karin Verspoor TDI FedML 150 89 0 03 Feb 2021