A Generalization of Transformer Networks to Graphs

17 December 2020

Papers citing "A Generalization of Transformer Networks to Graphs"

50 / 425 papers shown

Title
Topology-guided Hypergraph Transformer Network: Unveiling Structural Insights for Improved Representation Khaled Mohammed Saifuddin M. E. Aktas Esra Akbas 27 1 0 14 Oct 2023
In-Context Learning for Few-Shot Molecular Property Prediction Christopher Fifty J. Leskovec Sebastian Thrun 36 5 0 13 Oct 2023
Multimodal Graph Learning for Generative Tasks Minji Yoon Jing Yu Koh Bryan Hooi Ruslan Salakhutdinov 33 7 0 11 Oct 2023
Atom-Motif Contrastive Transformer for Molecular Property Prediction Wentao Yu Shuo Chen Chen Gong Gang Niu Masashi Sugiyama ViT 42 2 0 11 Oct 2023
Supercharging Graph Transformers with Advective Diffusion Qitian Wu Chenxiao Yang Kaipeng Zeng Fan Nie AI4CE 53 6 0 10 Oct 2023
Tailoring Self-Attention for Graph via Rooted Subtrees Siyuan Huang Yunchong Song Jiayue Zhou Zhouhan Lin 29 8 0 08 Oct 2023
Data-centric Graph Learning: A Survey Jixi Liu Deyu Bo Cheng Yang Haoran Dai Qi Zhang Yixin Xiao Yufei Peng Chuan Shi GNN 30 19 0 08 Oct 2023
Talk like a Graph: Encoding Graphs for Large Language Models Bahare Fatemi Jonathan J. Halcrow Bryan Perozzi AI4CE 25 94 0 06 Oct 2023
On the Stability of Expressive Positional Encodings for Graphs Yinan Huang William Lu Joshua Robinson Yu Yang Muhan Zhang Stefanie Jegelka Pan Li 40 9 0 04 Oct 2023
Transformers are efficient hierarchical chemical graph learners Zihan Pengmei Zimu Li Chih-chan Tien Risi Kondor Aaron R Dinner GNN 23 1 0 02 Oct 2023
Cooperative Graph Neural Networks Ben Finkelshtein Xingyue Huang Michael M. Bronstein .Ismail .Ilkan Ceylan GNN 40 20 0 02 Oct 2023
Graph-level Representation Learning with Joint-Embedding Predictive Architectures Geri Skenderi Hang Li Jiliang Tang Marco Cristani AI4TS GNN 54 3 0 27 Sep 2023
Deep Prompt Tuning for Graph Transformers Reza Shirkavand Heng-Chiao Huang 23 7 0 18 Sep 2023
Distance-Restricted Folklore Weisfeiler-Leman GNNs with Provable Cycle Counting Power Junru Zhou Jiarui Feng Xiyuan Wang Muhan Zhang 27 8 0 10 Sep 2023
Curve Your Attention: Mixed-Curvature Transformers for Graph Representation Learning Sungjun Cho Seunghyuk Cho Sungwoo Park Hankook Lee Ho Hin Lee Moontae Lee 34 6 0 08 Sep 2023
iLoRE: Dynamic Graph Representation with Instant Long-term Modeling and Re-occurrence Preservation Siwei Zhang Yun Xiong Yao Zhang Xixi Wu Yiheng Sun Jiawei Zhang AI4TS 17 4 0 05 Sep 2023
Where Did the Gap Go? Reassessing the Long-Range Graph Benchmark Jan Tonshoff Martin Ritzert Eran Rosenbluth Martin Grohe 24 47 0 01 Sep 2023
3D-STMN: Dependency-Driven Superpoint-Text Matching Network for End-to-End 3D Referring Expression Segmentation Changli Wu Yiwei Ma Qi Chen Haowei Wang Gen Luo Jiayi Ji Xiaoshuai Sun 3DV 36 19 0 31 Aug 2023
RetroBridge: Modeling Retrosynthesis with Markov Bridges Ilia Igashov Arne Schneuing Marwin H. S. Segler Michael M. Bronstein B. Correia 34 14 0 30 Aug 2023
i-Align: an interpretable knowledge graph alignment model Bayu Distiawan Trisedya Flora D. Salim Jeffrey Chan Damiano Spina Falk Scholer Mark Sanderson 16 7 0 26 Aug 2023
Enhancing Graph Transformers with Hierarchical Distance Structural Encoding Yuan Luo Hongkang Li Lei Shi Xiao-Ming Wu 31 7 0 22 Aug 2023
Spectral Graphormer: Spectral Graph-based Transformer for Egocentric Two-Hand Reconstruction using Multi-View Color Images Tze Ho Elden Tse Franziska Mueller Zhengyang Shen Danhang Tang Thabo Beeler ... Yinda Zhang S. Petrovic H. Chang Jonathan Taylor Bardia Doosti 39 6 0 21 Aug 2023
UGSL: A Unified Framework for Benchmarking Graph Structure Learning Bahare Fatemi Sami Abu-El-Haija Anton Tsitsulin Seyed Mehran Kazemi Dustin Zelle Neslihan Bulut Jonathan J. Halcrow Bryan Perozzi 54 10 0 21 Aug 2023
Hyper Association Graph Matching with Uncertainty Quantification for Coronary Artery Semantic Labeling Chen Zhao Michele Esposito Zhihui Xu Weihua Zhou 14 0 0 20 Aug 2023
Transitivity-Preserving Graph Representation Learning for Bridging Local Connectivity and Role-based Similarity Van Thuy Hoang O-Joun Lee 27 11 0 18 Aug 2023
Language is All a Graph Needs Ruosong Ye Caiqi Zhang Runhui Wang Shuyuan Xu Yongfeng Zhang AI4CE 63 151 0 14 Aug 2023
Joint-Relation Transformer for Multi-Person Motion Prediction Qingyao Xu Wei Mao Jingze Gong Chenxin Xu Siheng Chen Weidi Xie Ya Zhang Yanfeng Wang ViT 33 9 0 09 Aug 2023
CLGT: A Graph Transformer for Student Performance Prediction in Collaborative Learning Tianhao Peng Yu Liang Wenjun Wu Jiankai Ren Zhao Pengrui Yanjun Pu 36 12 0 30 Jul 2023
CTAGE: Curvature-Based Topology-Aware Graph Embedding for Learning Molecular Representations Yili Chen Zhengyu Li Zheng Wan Hui Yu Xian Wei 23 0 0 25 Jul 2023
Meta-Transformer: A Unified Framework for Multimodal Learning Yiyuan Zhang Kaixiong Gong Kaipeng Zhang Hongsheng Li Yu Qiao Wanli Ouyang Xiangyu Yue 33 137 0 20 Jul 2023
GlobalMapper: Arbitrary-Shaped Urban Layout Generation Liu He Daniel G. Aliaga 33 15 0 19 Jul 2023
Anticipating Technical Expertise and Capability Evolution in Research Communities using Dynamic Graph Transformers Sameera Horawalavithana Ellyn Ayton A. Usenko Robin Cosbey Svitlana Volkova AI4TS 25 0 0 18 Jul 2023
A Survey of Techniques for Optimizing Transformer Inference Krishna Teja Chitty-Venkata Sparsh Mittal M. Emani V. Vishwanath Arun Somani 43 62 0 16 Jul 2023
Graph Positional and Structural Encoder Semih Cantürk Renming Liu Olivier Lapointe-Gagné Vincent Létourneau Guy Wolf Dominique Beaini Ladislav Rampášek 41 15 0 14 Jul 2023
Transformers in Reinforcement Learning: A Survey Pranav Agarwal A. Rahman P. St-Charles Simon J. D. Prince Samira Ebrahimi Kahou OffRL 24 18 0 12 Jul 2023
Learning to Solve Constraint Satisfaction Problems with Recurrent Transformer Zhun Yang Adam Ishay Joohyung Lee 35 9 0 10 Jul 2023
Knowledge Graph for NLG in the context of conversational agents Hussam Ghanem Massinissa Atmani C. Cruz 26 1 0 04 Jul 2023
MeT: A Graph Transformer for Semantic Segmentation of 3D Meshes Giuseppe Vecchio Luca Prezzavento C. Pino Francesco Rundo S. Palazzo C. Spampinato 35 5 0 03 Jul 2023
Temporal Graph Benchmark for Machine Learning on Temporal Graphs Shenyang Huang Farimah Poursafaei Jacob Danovitch Matthias Fey Weihua Hu Emanuele Rossi J. Leskovec Michael M. Bronstein Guillaume Rabusseau Reihaneh Rabbany 32 83 0 03 Jul 2023
Learning Differentiable Logic Programs for Abstract Visual Reasoning Hikaru Shindo Viktor Pfanschilling Devendra Singh Dhami Kristian Kersting NAI 32 6 0 03 Jul 2023
Graphtester: Exploring Theoretical Boundaries of GNNs on Graph Datasets Eren Akbiyik Florian Grötschla Béni Egressy Roger Wattenhofer 21 2 0 30 Jun 2023
DiffDTM: A conditional structure-free framework for bioactive molecules generation targeted for dual proteins Lei Huang Zheng Yuan Huihui Yan Rong Sheng Linjing Liu ... Nanjun Chen Fei Huang Songfang Huang Ka-Chun Wong Yaoyun Zhang 20 0 0 24 Jun 2023
EquiformerV2: Improved Equivariant Transformer for Scaling to Higher-Degree Representations Yidong Liao Brandon M. Wood Abhishek Das Tess E. Smidt 28 133 0 21 Jun 2023
Deep graph kernel point processes Zheng Dong Matthew Repasky Xiuyuan Cheng Yao Xie 3DPC 25 3 0 20 Jun 2023
Transforming Graphs for Enhanced Attribute Clustering: An Innovative Graph Transformer-Based Method Shuo Han Jiachegn Liu Jiayun Wu Yinan Chen Li Tao 19 0 0 20 Jun 2023
Temporal Data Meets LLM -- Explainable Financial Time Series Forecasting Xinli Yu Zheng Chen Yuan Ling Shujing Dong Zongying Liu Yanbin Lu AIFin AI4TS 125 69 0 19 Jun 2023
SGFormer: Simplifying and Empowering Transformers for Large-Graph Representations Qitian Wu Wen-Long Zhao Chenxiao Yang Hengrui Zhang Fan Nie Haitian Jiang Yatao Bian Junchi Yan AI4CE 35 76 0 19 Jun 2023
NodeFormer: A Scalable Graph Structure Learning Transformer for Node Classification Qitian Wu Wentao Zhao Zenan Li David Wipf Junchi Yan 22 209 0 14 Jun 2023
A Graph Transformer-Driven Approach for Network Robustness Learning Yu Zhang Jia Li Jie Ding Xiang Li OOD AAML OffRL 21 3 0 12 Jun 2023
Complexity-aware Large Scale Origin-Destination Network Generation via Diffusion Model Can Rong Jingtao Ding Zhicheng Liu Yong Li DiffM 21 8 0 08 Jun 2023