A Generalization of Transformer Networks to Graphs

17 December 2020

Papers citing "A Generalization of Transformer Networks to Graphs"

50 / 425 papers shown

Title
DF-GNN: Dynamic Fusion Framework for Attention Graph Neural Networks on GPUs Jiahui Liu Zhenkun Cai Zhiyong Chen Minjie Wang GNN 69 1 0 25 Nov 2024
Best of Both Worlds: Advantages of Hybrid Graph Sequence Models Ali Behrouz Ali Parviz Mahdi Karami Clayton Sanford Bryan Perozzi Vahab Mirrokni 84 2 0 23 Nov 2024
TANGNN: a Concise, Scalable and Effective Graph Neural Networks with Top-m Attention Mechanism for Graph Representation Learning Jiawei E Yinglong Zhang Xuewen Xia Xing Xu 74 0 0 23 Nov 2024
A Theory for Compressibility of Graph Transformers for Transductive Learning Hamed Shirzad Honghao Lin A. Velingker B. Venkatachalam David P. Woodruff Danica J. Sutherland 83 1 0 20 Nov 2024
From Primes to Paths: Enabling Fast Multi-Relational Graph Analysis K. Bougiatiotis George Giannakopoulos 40 0 0 17 Nov 2024
Knowledge-enhanced Transformer for Multivariate Long Sequence Time-series Forecasting Shubham Tanaji Kakde Rony Mitra Jasashwi Mandal Manoj Kumar Tiwari KELM AI4TS 33 0 0 17 Nov 2024
Beyond Grid Data: Exploring Graph Neural Networks for Earth Observation Shan Zhao Zhaiyu Chen Zhitong Xiong Yilei Shi Sudipan Saha Xiao Xiang Zhu AI4CE 48 2 0 05 Nov 2024
SPARC: Spectral Architectures Tackling the Cold-Start Problem in Graph Learning Yahel Jacobs Reut Dayan Uri Shaham 49 0 0 03 Nov 2024
A Recipe for Geometry-Aware 3D Mesh Transformers Mohammad Farazi Yalin Wang 53 0 0 31 Oct 2024
Extralonger: Toward a Unified Perspective of Spatial-Temporal Factors for Extra-Long-Term Traffic Forecasting Zhiwei Zhang Shaojun E Fandong Meng Jie Zhou Wenjuan Han 40 0 0 30 Oct 2024
Scalable Message Passing Neural Networks: No Need for Attention in Large Graph Representation Learning Haitz Sáez de Ocáriz Borde Artem Lukoianov Anastasis Kratsios Michael M. Bronstein Xiaowen Dong GNN 43 1 0 29 Oct 2024
Graph Linearization Methods for Reasoning on Graphs with Large Language Models Christos Xypolopoulos Guokan Shang Xiao Fei Giannis Nikolentzos Hadi Abdine Iakovos Evdaimon Michail Chatzianastasis Giorgos Stamou Michalis Vazirgiannis 19 1 0 25 Oct 2024
Diffusion for Multi-Embodiment Grasping Roman Freiberg Alexander Qualmann Ngo Anh Vien Gerhard Neumann 29 3 0 24 Oct 2024
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
Mitigating Graph Covariate Shift via Score-based Out-of-distribution Augmentation Bohan Wang Yurui Chang Lu Lin OODD OOD 40 0 0 23 Oct 2024
Graph Transformers Dream of Electric Flow Xiang Cheng Lawrence Carin S. Sra 33 0 0 22 Oct 2024
Rethinking Transformer for Long Contextual Histopathology Whole Slide Image Analysis Honglin Li Yunlong Zhang Pingyi Chen Zhongyi Shui Chenglu Zhu Lin Yang MedIm 44 4 0 18 Oct 2024
Rethinking Graph Transformer Architecture Design for Node Classification Jiajun Zhou Xuanze Chen Chenxuan Xie Yu Shanqing Qi Xuan Xiaoniu Yang 28 0 0 15 Oct 2024
Towards Stable, Globally Expressive Graph Representations with Laplacian Eigenvectors Junru Zhou Cai Zhou Xiyuan Wang Pan Li Muhan Zhang 40 0 0 13 Oct 2024
NetDiff: Deep Graph Denoising Diffusion for Ad Hoc Network Topology Generation Félix Marcoccia C. Adjih P. Mühlethaler DiffM 23 0 0 09 Oct 2024
Faithful Interpretation for Graph Neural Networks Lijie Hu Tianhao Huang Lu Yu Wanyu Lin Tianhang Zheng Di Wang 31 1 0 09 Oct 2024
Accelerating Error Correction Code Transformers Matan Levy Yoni Choukroun Lior Wolf MQ 23 0 0 08 Oct 2024
EvoMesh: Adaptive Physical Simulation with Hierarchical Graph Evolutions Huayu Deng Xiangming Zhu Yunbo Wang Xiaokang Yang PINN AI4CE 29 0 0 03 Oct 2024
STGformer: Efficient Spatiotemporal Graph Transformer for Traffic Forecasting Hongjun Wang Jiyuan Chen Tong Pan Zheng Dong Lingyu Zhang Renhe Jiang Xuan Song AI4TS GNN 42 0 0 01 Oct 2024
Multi-Atlas Brain Network Classification through Consistency Distillation and Complementary Information Fusion Jiaxing Xu Mengcheng Lan Xia Dong Kai He Wei Zhang Qingtian Bian Yiping Ke 33 3 0 28 Sep 2024
Range-aware Positional Encoding via High-order Pretraining: Theory and Practice Viet Anh Nguyen Nhat-Khang Ngô Truong-Son Hy AI4CE 27 0 0 27 Sep 2024
Supra-Laplacian Encoding for Transformer on Dynamic Graphs Yannis Karmim Marc Lafon Raphael Fournier SÑiehotta Nicolas Thome 33 0 0 26 Sep 2024
Flexible Diffusion Scopes with Parameterized Laplacian for Heterophilic Graph Learning Qincheng Lu Jiaqi Zhu Sitao Luan Xiao-Wen Chang 33 3 0 15 Sep 2024
Learning to Model Graph Structural Information on MLPs via Graph Structure Self-Contrasting Lirong Wu Haitao Lin Guojiang Zhao Cheng Tan Stan Z. Li 28 0 0 09 Sep 2024
A Modern Take on Visual Relationship Reasoning for Grasp Planning Paolo Rabino Tatiana Tommasi 33 1 0 03 Sep 2024
Hierarchical Graph Interaction Transformer with Dynamic Token Clustering for Camouflaged Object Detection Siyuan Yao Hao Sun Tian-Zhu Xiang Xiao Wang Xiaochun Cao 28 8 0 27 Aug 2024
IFH: a Diffusion Framework for Flexible Design of Graph Generative Models Samuel Cognolato A. Sperduti Luciano Serafini DiffM 43 0 0 23 Aug 2024
Contrastive Representation Learning for Dynamic Link Prediction in Temporal Networks Amirhossein Nouranizadeh Fatemeh Tabatabaei Far Mohammad Rahmati AI4TS 32 1 0 22 Aug 2024
Disentangled Structural and Featural Representation for Task-Agnostic Graph Valuation Ali Falahati Mohammad Mohammadi Amiri 24 1 0 22 Aug 2024
Drug Discovery SMILES-to-Pharmacokinetics Diffusion Models with Deep Molecular Understanding Bing Hu Anita Layton Helen Chen MedIm 41 2 0 14 Aug 2024
Joint Graph Rewiring and Feature Denoising via Spectral Resonance Jonas Linkerhagner Cheng Shi Ivan Dokmanić 42 0 0 13 Aug 2024
MARCO: A Memory-Augmented Reinforcement Framework for Combinatorial Optimization Andoni I. Garmendia Quentin Cappart Josu Ceberio A. Mendiburu 40 2 0 05 Aug 2024
Deep Learning Meets OBIA: Tasks, Challenges, Strategies, and Perspectives Lei Ma Ziyun Yan Mengmeng Li Tao Liu Liqin Tan ... Weiqiang He Ruikun Wang Guangjun He Heng Lu Thomas Blaschke 59 1 0 02 Aug 2024
What comes after transformers? -- A selective survey connecting ideas in deep learning Johannes Schneider AI4CE 43 2 0 01 Aug 2024
Practical and Reproducible Symbolic Music Generation by Large Language Models with Structural Embeddings Seungyeon Rhyu Kichang Yang Sungjun Cho Jaehyeon Kim Kyogu Lee Moontae Lee 43 0 0 29 Jul 2024
DTFormer: A Transformer-Based Method for Discrete-Time Dynamic Graph Representation Learning Xi Chen Yun Xiong Siwei Zhang Jiawei Zhang Yao Zhang Shiyang Zhou Xixi Wu Mingyang Zhang Tengfei Liu Weiqiang Wang AI4CE 33 1 0 26 Jul 2024
Diff4VS: HIV-inhibiting Molecules Generation with Classifier Guidance Diffusion for Virtual Screening Jiaqing Lyu Changjie Chen Bing Liang Yijia Zhang 39 0 0 20 Jul 2024
TorchGT: A Holistic System for Large-scale Graph Transformer Training Mengdie Zhang Jie Sun Qi Hu Peng Sun Zeke Wang Yonggang Wen Tianwei Zhang GNN 39 2 0 19 Jul 2024
When Heterophily Meets Heterogeneity: New Graph Benchmarks and Effective Methods Junhong Lin Xiaojie Guo Shuaicheng Zhang Dawei Zhou Yada Zhu Julian Shun 38 1 0 15 Jul 2024
Learning a Mini-batch Graph Transformer via Two-stage Interaction Augmentation Wenda Li Kaixuan Chen Shunyu Liu Tongya Zheng Wenjie Huang Mingli Song 46 0 0 13 Jul 2024
Graph Transformers: A Survey Ahsan Shehzad Feng Xia Shagufta Abid Ciyuan Peng Shuo Yu Dongyu Zhang Karin Verspoor AI4CE 37 9 0 13 Jul 2024
InstructLayout: Instruction-Driven 2D and 3D Layout Synthesis with Semantic Graph Prior Chenguo Lin Yuchen Lin Panwang Pan Xuanyang Zhang Yadong Mu 3DV 54 1 0 10 Jul 2024
3D Vessel Graph Generation Using Denoising Diffusion Chinmay Prabhakar Suprosanna Shit Fabio Musio Kaiyuan Yang Tamaz Amiranashvili Johannes C. Paetzold Hongwei Bran Li Bjoern H. Menze DiffM MedIm 52 2 0 08 Jul 2024
A Generalized Transformer-based Radio Link Failure Prediction Framework in 5G RANs Kazi Hasan Thomas Trappenberg I. Haque AI4CE 25 0 0 06 Jul 2024
Foundations and Frontiers of Graph Learning Theory Yu Huang Min Zhou Menglin Yang Zhen Wang Muhan Zhang Jie Wang Hong Xie Hao Wang Defu Lian Enhong Chen AI4CE GNN 55 2 0 03 Jul 2024