A Generalization of Transformer Networks to Graphs

17 December 2020

Papers citing "A Generalization of Transformer Networks to Graphs"

50 / 425 papers shown

Title
Enhancing Video-Language Representations with Structural Spatio-Temporal Alignment Hao Fei Shengqiong Wu Meishan Zhang Hao Fei Tat-Seng Chua Shuicheng Yan AI4TS 47 40 0 27 Jun 2024
NTFormer: A Composite Node Tokenized Graph Transformer for Node Classification Jinsong Chen Siyu Jiang Kun He 44 1 0 27 Jun 2024
Generative Modelling of Structurally Constrained Graphs Manuel Madeira Clément Vignac D. Thanou Pascal Frossard DiffM 53 0 0 25 Jun 2024
A Scalable and Effective Alternative to Graph Transformers Kaan Sancak Zhigang Hua Jin Fang Yan Xie Andrey Malevich Bo Long M. F. Balin Ümit V. Çatalyürek 48 1 0 17 Jun 2024
Advancing Graph Generation through Beta Diffusion Yilin He Xinyang Liu Bo Chen Mingyuan Zhou DiffM 31 0 0 13 Jun 2024
Classic GNNs are Strong Baselines: Reassessing GNNs for Node Classification Yuankai Luo Lei Shi Xiao-Ming Wu 37 17 0 13 Jun 2024
On the Hölder Stability of Multiset and Graph Neural Networks Yair Davidson Nadav Dym 51 0 0 11 Jun 2024
What Can We Learn from State Space Models for Machine Learning on Graphs? Yinan Huang Siqi Miao Pan Li 44 7 0 09 Jun 2024
Variational Flow Matching for Graph Generation Floor Eijkelboom Grigory Bartosh C. A. Naesseth Max Welling Jan-Willem van de Meent 31 10 0 07 Jun 2024
$Diffusion Models in $\textit{De Novo}$ Drug Design$ Diffusion Models in $\textit{De Novo}$ Drug Design Amira Alakhdar Barnabás Póczos Newell Washburn MedIm 38 13 0 07 Jun 2024
Predicting Genetic Mutation from Whole Slide Images via Biomedical-Linguistic Knowledge Enhanced Multi-label Classification Gexin Huang Chenfei Wu Mingjie Li Xiaojun Chang Ling-Hao Chen Ying Sun Shen Zhao Xiaodan Liang Liang Lin MedIm 37 0 0 05 Jun 2024
Understanding Auditory Evoked Brain Signal via Physics-informed Embedding Network with Multi-Task Transformer Wanli Ma Xuegang Tang Jin Gu Ying Wang Yuling Xia 29 0 0 04 Jun 2024
D-FaST: Cognitive Signal Decoding with Disentangled Frequency-Spatial-Temporal Attention WeiGuo Chen Changjian Wang Kele Xu Yuan Yuan Yanru Bai Dongsong Zhang 45 1 0 02 Jun 2024
Dual-perspective Cross Contrastive Learning in Graph Transformers Zelin Yao Chuang Liu Xueqi Ma Mukun Chen Jia Wu Xiantao Cai Bo Du Wenbin Hu 43 0 0 01 Jun 2024
Graph External Attention Enhanced Transformer Jianqing Liang Min Chen Jiye Liang 38 1 0 31 May 2024
A Structure-Aware Lane Graph Transformer Model for Vehicle Trajectory Prediction Zhanbo Sun Caiyin Dong Ang Ji Ruibin Zhao Yu Zhao 58 0 0 30 May 2024
Automatic Graph Topology-Aware Transformer Chao Wang Jiaxuan Zhao Lingling Li Licheng Jiao Fang Liu Shuyuan Yang ViT 34 2 0 30 May 2024
Spatio-Spectral Graph Neural Networks Simon Geisler Arthur Kosmala Daniel Herbst Stephan Günnemann 50 8 0 29 May 2024
Improving global awareness of linkset predictions using Cross-Attentive Modulation tokens Félix Marcoccia C. Adjih P. Mühlethaler 46 0 0 28 May 2024
Understanding Transformer Reasoning Capabilities via Graph Algorithms Clayton Sanford Bahare Fatemi Ethan Hall Anton Tsitsulin Seyed Mehran Kazemi Jonathan J. Halcrow Bryan Perozzi Vahab Mirrokni 44 30 0 28 May 2024
Alignment is Key for Applying Diffusion Models to Retrosynthesis Najwa Laabid Severi Rissanen Markus Heinonen Arno Solin Vikas K. Garg DiffM 31 1 0 27 May 2024
Occlusion Handling in 3D Human Pose Estimation with Perturbed Positional Encoding Niloofar Azizi Mohsen Fayyaz Horst Bischof 39 0 0 27 May 2024
Probabilistic Graph Rewiring via Virtual Nodes Chendi Qian Andrei Manolache Christopher Morris Mathias Niepert AI4CE 38 3 0 27 May 2024
HeNCler: Node Clustering in Heterophilous Graphs through Learned Asymmetric Similarity Sonny Achten F. Tonin V. Cevher Johan A. K. Suykens 51 0 0 27 May 2024
Steerable Transformers Soumyabrata Kundu Risi Kondor ViT LLMSV 35 1 0 24 May 2024
Attending to Topological Spaces: The Cellular Transformer Rubén Ballester Pablo Hernández-García Mathilde Papillon Claudio Battiloro Nina Miolane Tolga Birdal Carles Casacuberta Sergio Escalera Mustafa Hajij 43 3 0 23 May 2024
Distinguished In Uniform: Self Attention Vs. Virtual Nodes Eran Rosenbluth Jan Tonshoff Martin Ritzert Berke Kisin Martin Grohe 26 12 0 20 May 2024
DSAM: A Deep Learning Framework for Analyzing Temporal and Spatial Dynamics in Brain Networks Bishal Thapaliya Robyn L. Miller Jiayu Chen Yu-Ping Wang Esra Akbas ... Bhaskar Ray Pranav Suresh Santosh Ghimire Vince D. Calhoun Jingyu Liu 19 7 0 19 May 2024
Towards Knowledge-Infused Automated Disease Diagnosis Assistant Mohit Tomar Abhisek Tiwari Sriparna Saha MedIm 26 3 0 18 May 2024
Positional Knowledge is All You Need: Position-induced Transformer (PiT) for Operator Learning Junfeng Chen Kailiang Wu 37 3 0 15 May 2024
Neural Garment Dynamics via Manifold-Aware Transformers Peizhuo Li Tuanfeng Y. Wang Timur Levent Kesdogan Duygu Ceylan O. Sorkine-Hornung AI4CE 3DH 34 1 0 13 May 2024
Synthetic Data from Diffusion Models Improve Drug Discovery Prediction Bing Hu Ashish Saragadam Anita Layton Helen Chen DiffM 39 1 0 06 May 2024
AnchorGT: Efficient and Flexible Attention Architecture for Scalable Graph Transformers Wenhao Zhu Guojie Song Liangji Wang Shaoguo Liu 42 0 0 06 May 2024
ATNPA: A Unified View of Oversmoothing Alleviation in Graph Neural Networks Yufei Jin Xingquan Zhu 53 2 0 02 May 2024
Deep Learning Forecasts Caldera Collapse Events at Kilauea Volcano I. McBrearty Paul Segall AI4CE 30 0 0 30 Apr 2024
FairGT: A Fairness-aware Graph Transformer Renqiang Luo Huafei Huang Shuo Yu Xiuzhen Zhang Feng Xia 34 9 0 26 Apr 2024
Gradformer: Graph Transformer with Exponential Decay Chuang Liu Zelin Yao Yibing Zhan Xueqi Ma Shirui Pan Wenbin Hu 39 4 0 24 Apr 2024
Graph Machine Learning in the Era of Large Language Models (LLMs) Wenqi Fan Shijie Wang Jiani Huang Zhikai Chen Yu Song ... Haitao Mao Hui Liu Xiaorui Liu Dawei Yin Qing Li AI4CE 33 23 0 23 Apr 2024
ControlMol: Adding Substruture Control To Molecule Diffusion Models Zhengyang Qi Zijing Liu Jiying Zhang He Cao Yu Li 50 2 0 22 Apr 2024
CKGConv: General Graph Convolution with Continuous Kernels Liheng Ma Soumyasundar Pal Yitian Zhang Jiaming Zhou Yingxue Zhang Mark J. Coates 37 3 0 21 Apr 2024
Improving Chinese Character Representation with Formation Tree Yang Hong Yinfei Li Xiaojun Qiao Rui Li Junsong Zhang VLM 35 1 0 19 Apr 2024
Deep Learning for Satellite Image Time Series Analysis: A Review Lynn Miller Charlotte Pelletier Geoffrey I. Webb 35 17 0 05 Apr 2024
Harnessing the Power of Large Language Model for Uncertainty Aware Graph Processing Zhenyu Qian Yiming Qian Yuting Song Fei Gao Hai Jin Chen Yu Xia Xie 43 0 0 31 Mar 2024
GLAD: Improving Latent Graph Generative Modeling with Simple Quantization Van Khoa Nguyen Yoann Boget Frantzeska Lavda Alexandros Kalousis 31 2 0 25 Mar 2024
ChebMixer: Efficient Graph Representation Learning with MLP Mixer Xiaoyan Kui Haonan Yan Qinsong Li Liming Chen Beiji Zou 38 0 0 25 Mar 2024
VCR-Graphormer: A Mini-batch Graph Transformer via Virtual Connections Dongqi Fu Zhigang Hua Yan Xie Jin Fang Si Zhang Kaan Sancak Hao Wu Andrey Malevich Jingrui He Bo Long 42 19 0 24 Mar 2024
SpikeGraphormer: A High-Performance Graph Transformer with Spiking Graph Attention Yundong Sun Dongjie Zhu Yansong Wang Zhaoshuo Tian Ning Cao Gregory O'Hared 43 1 0 21 Mar 2024
FlowerFormer: Empowering Neural Architecture Encoding using a Flow-aware Graph Transformer Dongyeong Hwang Hyunju Kim Sunwoo Kim Kijung Shin AI4CE 56 2 0 19 Mar 2024
Structural Positional Encoding for knowledge integration in transformer-based medical process monitoring Christopher Irwin Marco Dossena G. Leonardi Stefania Montani MedIm 36 0 0 13 Mar 2024
A Semantic Mention Graph Augmented Model for Document-Level Event Argument Extraction Jian Zhang Chang-Qing Yang Haiping Zhu Qika Lin Fangzhi Xu Jun Liu 38 1 0 12 Mar 2024