TCL: Transformer-based Dynamic Graph Modelling via Contrastive Learning

17 May 2021

Lu Wang

Xiaofu Chang

Shuang Li

Yunfei Chu

Hui Li

Wei Zhang

Xiaofeng He

Le Song

Jingren Zhou

Hongxia Yang

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Papers citing "TCL: Transformer-based Dynamic Graph Modelling via Contrastive Learning"

39 / 39 papers shown

Title
Rethinking Time Encoding via Learnable Transformation Functions Xi Chen Yateng Tang Jiarong Xu Jiawei Zhang Siwei Zhang Sijia Peng Xuehao Zheng Yun Xiong AI4TS 51 0 0 01 May 2025
PTCL: Pseudo-Label Temporal Curriculum Learning for Label-Limited Dynamic Graph Shengtao Zhang Haokai Zhang Shiqi Lou Zicheng Wang Zinan Zeng Yilin Wang Minnan Luo 66 0 0 24 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
Unifying Text Semantics and Graph Structures for Temporal Text-attributed Graphs with Large Language Models Siwei Zhang Yun Xiong Yateng Tang Xi Chen Zian Jia Zehao Gu Jiarong Xu Jiawei Zhang AI4CE 75 1 0 18 Mar 2025
A Generalizable Anomaly Detection Method in Dynamic Graphs Xiao Yang Xuejiao Zhao Zhiqi Shen 73 0 0 21 Dec 2024
Enhancing the Expressivity of Temporal Graph Networks through Source-Target Identification Benedict Aaron Tjandra Federico Barbero Michael M. Bronstein 35 1 0 06 Nov 2024
Improving Temporal Link Prediction via Temporal Walk Matrix Projection Xiaodong Lu Leilei Sun T. Zhu Weifeng Lv AI4TS 26 1 0 05 Oct 2024
Towards Dynamic Graph Neural Networks with Provably High-Order Expressive Power Zhe Wang Tianjian Zhao Zhen Zhang Jiawei Chen Sheng Zhou Yan Feng Chun Chen Can Wang 34 1 0 02 Oct 2024
Supra-Laplacian Encoding for Transformer on Dynamic Graphs Yannis Karmim Marc Lafon Raphael Fournier SÑiehotta Nicolas Thome 30 0 0 26 Sep 2024
Dynamic Graph Representation Learning for Passenger Behavior Prediction Mingxuan Xie Tao Zou Junchen Ye Bowen Du Runhe Huang AI4TS 27 0 0 17 Aug 2024
DyG-Mamba: Continuous State Space Modeling on Dynamic Graphs Dongyuan Li Shiyin Tan Ying Zhang Ming Jin Shirui Pan Manabu Okumura Renhe Jiang Mamba 31 3 0 13 Aug 2024
DyGMamba: Efficiently Modeling Long-Term Temporal Dependency on Continuous-Time Dynamic Graphs with State Space Models Zifeng Ding Yifeng Li Yuan He Antonio Norelli Jingcheng Wu Volker Tresp Yunpu Ma Michael Bronstein Mamba 46 3 0 08 Aug 2024
UTG: Towards a Unified View of Snapshot and Event Based Models for Temporal Graphs Shenyang Huang Farimah Poursafaei Reihaneh Rabbany Guillaume Rabusseau Emanuele Rossi 30 2 0 17 Jul 2024
Latent Conditional Diffusion-based Data Augmentation for Continuous-Time Dynamic Graph Model Yuxing Tian Yiyan Qi Aiwen Jiang Qi Huang Jian Guo DiffM 26 0 0 11 Jul 2024
DTGB: A Comprehensive Benchmark for Dynamic Text-Attributed Graphs Jiasheng Zhang Jialin Chen Menglin Yang Aosong Feng Shuang Liang Jie Shao Rex Ying 31 10 0 17 Jun 2024
Efficient Neural Common Neighbor for Temporal Graph Link Prediction Xiaohui Zhang Yanbo Wang Xiyuan Wang Muhan Zhang 28 1 0 12 Jun 2024
From Link Prediction to Forecasting: Addressing Challenges in Batch-based Temporal Graph Learning Moritz Lampert Christopher Blöcker Ingo Scholtes 32 1 0 07 Jun 2024
Learning-Based Link Anomaly Detection in Continuous-Time Dynamic Graphs Tim Postuvan Claas Grohnfeldt Michele Russo Giulio Lovisotto 24 2 0 28 May 2024
Exploring the Performance of Continuous-Time Dynamic Link Prediction Algorithms Raphaël Romero Maarten Buyl Tijl De Bie Jefrey Lijffijt 29 0 0 27 May 2024
Repeat-Aware Neighbor Sampling for Dynamic Graph Learning Tao Zou Yuhao Mao Junchen Ye Bo Du 22 2 0 24 May 2024
Multi-perspective Feedback-attention Coupling Model for Continuous-time Dynamic Graphs Xiaobo Zhu Yan Wu Zhipeng Li Hailong Su Jin Che Zhanheng Chen Liying Wang 19 0 0 13 Dec 2023
HOT: Higher-Order Dynamic Graph Representation Learning with Efficient Transformers Maciej Besta Afonso Claudino Catarino Lukas Gianinazzi Nils Blach Piotr Nyczyk H. Niewiadomski Torsten Hoefler 30 6 0 30 Nov 2023
Dynamic Link Prediction for New Nodes in Temporal Graph Networks Xiaobo Zhu Yan Wu Qin-Hu Zhang Zhanheng Chen Ying He AI4CE 16 2 0 15 Oct 2023
Leveraging Temporal Graph Networks Using Module Decoupling Or Feldman Chaim Baskin OOD OffRL 24 1 0 04 Oct 2023
Temporal graph models fail to capture global temporal dynamics Michal Daniluk Jacek Dkabrowski 16 2 0 27 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 12 4 0 05 Sep 2023
An Empirical Evaluation of Temporal Graph Benchmark Le Yu 18 5 0 24 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 26 83 0 03 Jul 2023
Dynamic Graph Representation Learning with Neural Networks: A Survey Leshanshui Yang Sébastien Adam Clément Chatelain AI4TS AI4CE 34 14 0 12 Apr 2023
Towards Better Dynamic Graph Learning: New Architecture and Unified Library Le Yu Leilei Sun Bowen Du Weifeng Lv AI4CE 24 96 0 23 Mar 2023
Contrastive Video Question Answering via Video Graph Transformer Junbin Xiao Pan Zhou Angela Yao Yicong Li Richang Hong Shuicheng Yan Tat-Seng Chua ViT 19 35 0 27 Feb 2023
Do We Really Need Complicated Model Architectures For Temporal Networks? Weilin Cong Si Zhang Jian Kang Baichuan Yuan Hao Wu Xin Zhou Hanghang Tong Mehrdad Mahdavi GNN AI4TS 31 113 0 22 Feb 2023
DyG2Vec: Efficient Representation Learning for Dynamic Graphs Mohammad Ali Alomrani Mahdi Biparva Yingxue Zhang Mark J. Coates AI4TS 34 3 0 30 Oct 2022
Parameter-free Dynamic Graph Embedding for Link Prediction Jiahao Liu Dongsheng Li Hansu Gu T. Lu Peng-Zhen Zhang Ning Gu 21 12 0 15 Oct 2022
Video Graph Transformer for Video Question Answering Junbin Xiao Pan Zhou Tat-Seng Chua Shuicheng Yan ViT 142 75 0 12 Jul 2022
ConTIG: Continuous Representation Learning on Temporal Interaction Graphs Xu Yan Xiaoliang Fan Peizhen Yang Zonghan Wu Shirui Pan Longbiao Chen Yu Zang Cheng-Yu Wang 6 6 0 27 Sep 2021
SHORING: Design Provable Conditional High-Order Interaction Network via Symbolic Testing Hui Li Xingbo Fu Ruofan Wu Jinyu Xu Kai Y. Xiao ... Weiqiang Wang Shuai Chen Leilei Shi Tao Xiong Yuan Qi AI4TS 15 0 0 03 Jul 2021
Graph Convolutional Policy Network for Goal-Directed Molecular Graph Generation Jiaxuan You Bowen Liu Rex Ying Vijay S. Pande J. Leskovec GNN 203 885 0 07 Jun 2018
Effective Approaches to Attention-based Neural Machine Translation Thang Luong Hieu H. Pham Christopher D. Manning 216 7,923 0 17 Aug 2015