A Generalization of Transformer Networks to Graphs

17 December 2020

Papers citing "A Generalization of Transformer Networks to Graphs"

50 / 425 papers shown

Title
Relational Graph Transformer Vijay Prakash Dwivedi Sri Jaladi Yangyi Shen Federico López Charilaos I. Kanatsoulis Rishi Puri Matthias Fey Jure Leskovec 17 0 0 16 May 2025
Fused3S: Fast Sparse Attention on Tensor Cores Zitong Li Aparna Chandramowlishwaran GNN 47 0 0 12 May 2025
Graph Laplacian Wavelet Transformer via Learnable Spectral Decomposition Andrew Kiruluta Eric Lundy Priscilla Burity 29 0 0 09 May 2025
Interpretable graph-based models on multimodal biomedical data integration: A technical review and benchmarking Alireza Sadeghi F. Hajati A. Argha Nigel H Lovell Min Yang Hamid Alinejad-Rokny 41 0 0 03 May 2025
Scalability Matters: Overcoming Challenges in InstructGLM with Similarity-Degree-Based Sampling Hyun Lee Chris Yi Maminur Islam B.D.S. Aritra 33 0 0 02 May 2025
Learning Laplacian Positional Encodings for Heterophilous Graphs Michael Ito Jiong Zhu Dexiong Chen Danai Koutra Jenna Wiens 133 1 0 29 Apr 2025
Graph Fourier Transformer with Structure-Frequency Information Yonghui Zhai Yang Zhang Minghao Shang Lihua Pang Yaxin Ren 38 0 0 28 Apr 2025
GLaMoR: Consistency Checking of OWL Ontologies using Graph Language Models Justin Mücke A. Scherp 130 0 0 26 Apr 2025
POET: Prompt Offset Tuning for Continual Human Action Adaptation Prachi Garg Joseph K J V. Balasubramanian Necati Cihan Camgöz Chengde Wan Kenrick Kin Weiguang Si Shugao Ma Fernando de la Torre 66 0 0 25 Apr 2025
Mitigating Degree Bias in Graph Representation Learning with Learnable Structural Augmentation and Structural Self-Attention Van Thuy Hoang Hyeon-Ju Jeon O-Joun Lee 27 0 0 21 Apr 2025
Between Linear and Sinusoidal: Rethinking the Time Encoder in Dynamic Graph Learning Hsing-Huan Chung Shravan Chaudhari Xing Han Yoav Wald S. Saria Joydeep Ghosh AI4TS 36 0 0 10 Apr 2025
HGFormer: Topology-Aware Vision Transformer with HyperGraph Learning Hao Wang Shuo Zhang Biao Leng ViT 82 0 0 03 Apr 2025
Graph Attention for Heterogeneous Graphs with Positional Encoding Nikhil Shivakumar Nayak GNN 58 0 0 03 Apr 2025
Graph Transformer-Based Flood Susceptibility Mapping: Application to the French Riviera and Railway Infrastructure Under Climate Change Sreenath Vemula Filippo Gatti Pierre Jehel AI4CE 22 0 0 31 Mar 2025
Graph-Enhanced Model-Free Reinforcement Learning Agents for Efficient Power Grid Topological Control Eloy Anguiano Batanero Ángela Fernández Álvaro Barbero 72 0 0 26 Mar 2025
On the Limits of Applying Graph Transformers for Brain Connectome Classification Jose Lara-Rangel Clare Heinbaugh 58 0 0 20 Mar 2025
Unveiling Hidden Pivotal Players with GoalNet: A GNN-Based Soccer Player Evaluation System Jacky Hao Jiang Jerry Cai Anastasios Kyrillidis 61 0 0 12 Mar 2025
Graph Transformer with Disease Subgraph Positional Encoding for Improved Comorbidity Prediction Xihan Qin Li Liao 49 0 0 04 Mar 2025
Depth-Width tradeoffs in Algorithmic Reasoning of Graph Tasks with Transformers Gilad Yehudai Clayton Sanford Maya Bechler-Speicher Orr Fischer Ran Gilad-Bachrach Amir Globerson 58 0 0 03 Mar 2025
Graph Perceiver IO: A General Architecture for Graph Structured Data Seyun Bae Hoyoon Byun Changdae Oh Yoon-Sik Cho Kyungwoo Song GNN 98 2 0 24 Feb 2025
AnyTop: Character Animation Diffusion with Any Topology Inbar Gat Sigal Raab Guy Tevet Yuval Reshef Amit H. Bermano Daniel Cohen-Or DiffM 33 1 0 24 Feb 2025
A Survey of Graph Transformers: Architectures, Theories and Applications Chaohao Yuan Kangfei Zhao Ercan Engin Kuruoglu Liang Wang Tingyang Xu Wenbing Huang Deli Zhao Hong Cheng Yu Rong 57 4 0 23 Feb 2025
Graph Self-Supervised Learning with Learnable Structural and Positional Encodings Asiri Wijesinghe Hao Zhu Piotr Koniusz 48 0 0 22 Feb 2025
Towards Invariance to Node Identifiers in Graph Neural Networks Maya Bechler-Speicher Moshe Eliasof Carola-Bibiane Schönlieb Ran Gilad-Bachrach Amir Globerson 65 1 0 20 Feb 2025
Transformer-based Graph Neural Networks for Battery Range Prediction in AIoT Battery-Swap Services Zhao Li Yang Liu Chuan Zhou Xuanwu Liu Xuming Pan Buqing Cao Xindong Wu 65 0 0 17 Feb 2025
Unlocking the Potential of Classic GNNs for Graph-level Tasks: Simple Architectures Meet Excellence Yuankai Luo Lei Shi Xiao-Ming Wu AI4CE 72 0 0 13 Feb 2025
Simple Path Structural Encoding for Graph Transformers Louis Airale Antonio Longa Mattia Rigon Andrea Passerini Roberto Passerone 95 0 0 13 Feb 2025
Biologically Plausible Brain Graph Transformer Ciyuan Peng Yuelong Huang Qichao Dong Shuo Yu Feng Xia Chengqi Zhang Yaochu Jin 61 1 0 13 Feb 2025
LUNAR: LLM Unlearning via Neural Activation Redirection William F. Shen Xinchi Qiu Meghdad Kurmanji Alex Iacob Lorenzo Sani Yihong Chen Nicola Cancedda Nicholas D. Lane MU 56 1 0 11 Feb 2025
Sentient: Multi-Scenario Behavioral Intent Analysis for Advanced Persistent Threat Detection Wenhao Yan Ning An Wei Qiao Weiheng Wu Bo-Sian Jiang Yuling Liu Zhigang Lu JunRong Liu 62 0 0 10 Feb 2025
Policy Guided Tree Search for Enhanced LLM Reasoning Yang Li LRM 53 0 0 04 Feb 2025
Learning Efficient Positional Encodings with Graph Neural Networks Charilaos I. Kanatsoulis Evelyn Choi Stephanie Jegelka Jure Leskovec Alejandro Ribeiro 64 1 0 03 Feb 2025
KAA: Kolmogorov-Arnold Attention for Enhancing Attentive Graph Neural Networks Taoran Fang Tianhong Gao Chunping Wang Yihao Shang Wei Chow Lei Chen Yang Yang 46 1 0 23 Jan 2025
Dynamic Trend Fusion Module for Traffic Flow Prediction Jing Chen Haocheng Ye Zhian Ying Yuntao Sun Wenqiang Xu AI4TS 42 6 0 18 Jan 2025
Self-Clustering Graph Transformer Approach to Model Resting-State Functional Brain Activity Bishal Thapaliya Esra Akbas Ram Sapkota Bhaskar Ray Vince D. Calhoun Jingyu Liu 44 1 0 17 Jan 2025
MVGT: A Multi-view Graph Transformer Based on Spatial Relations for EEG Emotion Recognition Yanjie Cui Xiaohong Liu Jing Liang Yamin Fu 62 1 0 17 Jan 2025
A Diffusive Data Augmentation Framework for Reconstruction of Complex Network Evolutionary History En Xu Can Rong Jingtao Ding Yong Li 132 1 0 11 Jan 2025
Video-of-Thought: Step-by-Step Video Reasoning from Perception to Cognition Hao Fei Shengqiong Wu Wei Ji H. Zhang M. Zhang M. Lee W. Hsu LRM VGen 50 65 0 08 Jan 2025
Balancing Efficiency and Expressiveness: Subgraph GNNs with Walk-Based Centrality Joshua Southern Yam Eitan Guy Bar-Shalom Michael M. Bronstein Haggai Maron Fabrizio Frasca 33 1 0 06 Jan 2025
Graph Triple Attention Network: A Decoupled Perspective Xiaotang Wang Yun Zhu Haizhou Shi Yongchao Liu Chuntao Hong 70 2 0 03 Jan 2025
ViDTA: Enhanced Drug-Target Affinity Prediction via Virtual Graph Nodes and Attention-based Feature Fusion Minghui Li Zikang Guo Yang Wu Peijin Guo Yao Shi Shengshan Hu Wei Wan Shengqing Hu 34 1 0 27 Dec 2024
A Generalizable Anomaly Detection Method in Dynamic Graphs Xiao Yang Xuejiao Zhao Zhiqi Shen 84 1 0 21 Dec 2024
Pre-training Graph Neural Networks on Molecules by Using Subgraph-Conditioned Graph Information Bottleneck Van Thuy Hoang O-Joun Lee AI4CE 80 1 0 20 Dec 2024
Motif Guided Graph Transformer with Combinatorial Skeleton Prototype Learning for Skeleton-Based Person Re-Identification Haocong Rao C. Miao 78 1 0 12 Dec 2024
Towards Graph Foundation Models: A Study on the Generalization of Positional and Structural Encodings Billy Joe Franks Moshe Eliasof Semih Cantürk Guy Wolf Carola-Bibiane Schönlieb Sophie Fellenz Marius Kloft AI4CE 86 0 0 10 Dec 2024
Graph-to-SFILES: Control structure prediction from process topologies using generative artificial intelligence Lukas Schulze Balhorn Kevin Degens Artur M. Schweidtmann AI4CE 66 0 0 30 Nov 2024
Spatial Clustering of Molecular Localizations with Graph Neural Networks Jesús Pineda Sergi Masó-Orriols Joan Bertran Mattias Goksör Giovanni Volpe Carlo Manzo 62 0 0 29 Nov 2024
GrokFormer: Graph Fourier Kolmogorov-Arnold Transformers Guoguo Ai Guansong Pang Hezhe Qiao Yuan Gao Hui Yan 67 0 0 26 Nov 2024
Edge Weight Prediction For Category-Agnostic Pose Estimation Or Hirschorn S. Avidan 76 0 0 25 Nov 2024
Even Sparser Graph Transformers Hamed Shirzad Honghao Lin B. Venkatachalam A. Velingker David P. Woodruff Danica J. Sutherland GNN 98 3 0 25 Nov 2024