Towards Better Dynamic Graph Learning: New Architecture and Unified Library

23 March 2023

Papers citing "Towards Better Dynamic Graph Learning: New Architecture and Unified Library"

50 / 60 papers shown

Title
A Survey on Temporal Interaction Graph Representation Learning: Progress, Challenges, and Opportunities Pengfei Jiao Hongjiang Chen Xuan Guo Zhidong Zhao Dongxiao He Di Jin AI4CE 29 0 0 07 May 2025
Rethinking Time Encoding via Learnable Transformation Functions Xi Chen Yateng Tang Jiarong Xu Jiawei Zhang Siwei Zhang Sijia Peng Xuehao Zheng Yun Xiong AI4TS 49 0 0 01 May 2025
Trajectory Encoding Temporal Graph Networks Jiafeng Xiong Rizos Sakellariou AI4CE 42 0 0 15 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
FLASH: Flexible Learning of Adaptive Sampling from History in Temporal Graph Neural Networks Or Feldman Krishna Sri Ipsit Mantri Carola-Bibiane Schönlieb Chaim Baskin Moshe Eliasof AI4TS 24 0 0 09 Apr 2025
Simple yet Effective Node Property Prediction on Edge Streams under Distribution Shifts Jongha Lee Taehyung Kwon Heechan Moon Kijung Shin AI4TS 41 0 0 01 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 62 1 0 18 Mar 2025
Exploring the Potential of Large Language Models as Predictors in Dynamic Text-Attributed Graphs Runlin Lei Jiarui Ji Haipeng Ding Lu Yi Zhewei Wei Yongchao Liu Chuntao Hong AI4CE 53 0 0 05 Mar 2025
A Selective Learning Method for Temporal Graph Continual Learning Hanmo Liu Shimin Di Haoyang Li Xun Jian Y. Wang Lei Chen CLL 49 0 0 03 Mar 2025
A Transfer Framework for Enhancing Temporal Graph Learning in Data-Scarce Settings Sidharth Agarwal Tanishq Dubey Shubham Gupta Srikanta J. Bedathur AI4TS AI4CE 37 0 0 02 Mar 2025
A Survey of Link Prediction in Temporal Networks Jiafeng Xiong Ahmad Zareie Rizos Sakellariou AI4TS AI4CE 34 1 0 28 Feb 2025
UniDyG: A Unified and Effective Representation Learning Approach for Large Dynamic Graphs Yuanyuan Xu Wenjie Zhang Xuemin Lin Y. Zhang AI4TS 39 0 0 23 Feb 2025
Community-Aware Temporal Walks: Parameter-Free Representation Learning on Continuous-Time Dynamic Graphs He Yu J. Liu 31 0 0 21 Jan 2025
Mind the truncation gap: challenges of learning on dynamic graphs with recurrent architectures Joao Bravo Jacopo Bono Pedro Saleiro Hugo Ferreira P. Bizarro 32 0 0 31 Dec 2024
Temporal-Aware Evaluation and Learning for Temporal Graph Neural Networks Junwei Su Shan Wu 67 0 0 10 Dec 2024
Enhancing the Expressivity of Temporal Graph Networks through Source-Target Identification Benedict Aaron Tjandra Federico Barbero Michael M. Bronstein 30 1 0 06 Nov 2024
PageRank Bandits for Link Prediction Yikun Ban Jiaru Zou Zihao Li Yunzhe Qi Dongqi Fu Jian Kang Hanghang Tong Jingrui He 29 2 0 03 Nov 2024
Improving Temporal Link Prediction via Temporal Walk Matrix Projection Xiaodong Lu Leilei Sun T. Zhu Weifeng Lv AI4TS 21 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 20 1 0 02 Oct 2024
Supra-Laplacian Encoding for Transformer on Dynamic Graphs Yannis Karmim Marc Lafon Raphael Fournier SÑiehotta Nicolas Thome 23 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 18 2 0 13 Aug 2024
Spacetime $E(n)$ -Transformer: Equivariant Attention for Spatio-temporal Graphs Sergio G. Charles 23 0 0 12 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 39 3 0 08 Aug 2024
Co-Neighbor Encoding Schema: A Light-cost Structure Encoding Method for Dynamic Link Prediction Ke Cheng Linzhi Peng Junchen Ye Leilei Sun Bowen Du 33 4 0 30 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 28 0 0 26 Jul 2024
Curriculum Negative Mining For Temporal Networks Ziyue Chen Tongya Zheng Mingli Song 23 2 0 24 Jul 2024
Dynamic Graph Transformer with Correlated Spatial-Temporal Positional Encoding Zhe Wang Sheng Zhou Jiawei Chen Zhen Zhang Binbin Hu Yan Feng Chun-Yen Chen Can Wang AI4TS 24 2 0 24 Jul 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 28 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 18 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 29 10 0 17 Jun 2024
Towards Adaptive Neighborhood for Advancing Temporal Interaction Graph Modeling Siwei Zhang Xi Chen Yun Xiong Xixi Wu Yao Zhang Yongrui Fu Yinglong Zhao Jiawei Zhang 24 8 0 14 Jun 2024
Efficient Neural Common Neighbor for Temporal Graph Link Prediction Xiaohui Zhang Yanbo Wang Xiyuan Wang Muhan Zhang 21 1 0 12 Jun 2024
From Link Prediction to Forecasting: Addressing Challenges in Batch-based Temporal Graph Learning Moritz Lampert Christopher Blöcker Ingo Scholtes 27 1 0 07 Jun 2024
Long Range Propagation on Continuous-Time Dynamic Graphs Alessio Gravina Giulio Lovisotto Claudio Gallicchio Davide Bacciu Claas Grohnfeldt AI4TS 36 6 0 04 Jun 2024
Temporal Graph Rewiring with Expander Graphs Katarina Petrović Shenyang Huang Farimah Poursafaei Petar Velickovic AI4CE 45 4 0 04 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
A Comprehensive Survey of Dynamic Graph Neural Networks: Models, Frameworks, Benchmarks, Experiments and Challenges ZhengZhao Feng Rui Wang TianXing Wang Mingli Song Sai Wu Shuibing He AI4CE 17 10 0 01 May 2024
Temporal Graph Analysis with TGX Razieh Shirzadkhani Shenyang Huang Elahe Kooshafar Reihaneh Rabbany Farimah Poursafaei 24 0 0 06 Feb 2024
Todyformer: Towards Holistic Dynamic Graph Transformers with Structure-Aware Tokenization Mahdi Biparva Raika Karimi Faezeh Faez Yingxue Zhang 28 3 0 02 Feb 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
LasTGL: An Industrial Framework for Large-Scale Temporal Graph Learning Jintang Li Jiawang Dan Ruofan Wu Jing Zhou Sheng Tian ... Changhua Meng Weiqiang Wang Yuchang Zhu Liang Chen Zibin Zheng AI4CE 31 0 0 28 Nov 2023
TempME: Towards the Explainability of Temporal Graph Neural Networks via Motif Discovery Jialin Chen Rex Ying AI4TS 19 20 0 30 Oct 2023
Dynamic Link Prediction for New Nodes in Temporal Graph Networks Xiaobo Zhu Yan Wu Qin-Hu Zhang Zhanheng Chen Ying He AI4CE 8 2 0 15 Oct 2023
Leveraging Temporal Graph Networks Using Module Decoupling Or Feldman Chaim Baskin OOD OffRL 21 1 0 04 Oct 2023
BenchTemp: A General Benchmark for Evaluating Temporal Graph Neural Networks Qian Huang Jiawei Jiang Xi Rao Ce Zhang Zhichao Han ... Quanqing Xu Yang Zhao Chuang Hu Shuo Shang Bo Du 17 8 0 31 Aug 2023
Event-based Dynamic Graph Representation Learning for Patent Application Trend Prediction Tao Zou Le Yu Leilei Sun Bo Du Deqing Wang Fuzhen Zhuang 13 8 0 04 Aug 2023