Provably expressive temporal graph networks

29 September 2022

Papers citing "Provably expressive temporal graph networks"

35 / 35 papers shown

Title
Zero-shot protein stability prediction by inverse folding models: a free energy interpretation J. Frellsen Maher M. Kassem Tone Bengtsen Lars Olsen Kresten Lindorff-Larsen Jesper Ferkinghoff-Borg Wouter Boomsma 28 0 0 05 Jun 2025
Higher-order Structure Boosts Link Prediction on Temporal Graphs Jingzhe Liu Zhigang Hua Yan Xie Bingheng Li Harry Shomer Yu Song Kaveh Hassani Jiliang Tang AI4CE 59 1 0 21 May 2025
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 67 0 0 07 May 2025
Trajectory Encoding Temporal Graph Networks Jiafeng Xiong Rizos Sakellariou AI4CE 96 0 0 15 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 125 1 0 18 Mar 2025
UniDyG: A Unified and Effective Representation Learning Approach for Large Dynamic Graphs Yuanyuan Xu Wenjie Zhang Xuemin Lin Yanzhe Zhang AI4TS 82 0 0 23 Feb 2025
Community-Aware Temporal Walks: Parameter-Free Representation Learning on Continuous-Time Dynamic Graphs He Yu Qingbin Liu 87 0 0 21 Jan 2025
Improving Temporal Link Prediction via Temporal Walk Matrix Projection Xiaodong Lu Leilei Sun T. Zhu Weifeng Lv AI4TS 64 4 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 70 1 0 02 Oct 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 137 8 0 14 Jun 2024
Long Range Propagation on Continuous-Time Dynamic Graphs Alessio Gravina Giulio Lovisotto Claudio Gallicchio Davide Bacciu Claas Grohnfeldt AI4TS 74 7 0 04 Jun 2024
Learning-Based Link Anomaly Detection in Continuous-Time Dynamic Graphs Tim Postuvan Claas Grohnfeldt Michele Russo Giulio Lovisotto 72 2 0 28 May 2024
CoDy: Counterfactual Explainers for Dynamic Graphs Zhan Qu Daniel Gomm Michael Färber CML FAtt 100 1 0 25 Mar 2024
Temporal Graph Analysis with TGX Razieh Shirzadkhani Shenyang Huang Elahe Kooshafar Reihaneh Rabbany Farimah Poursafaei 67 2 0 06 Feb 2024
Todyformer: Towards Holistic Dynamic Graph Transformers with Structure-Aware Tokenization Mahdi Biparva Raika Karimi Faezeh Faez Yingxue Zhang 58 3 0 02 Feb 2024
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 87 0 0 28 Nov 2023
GPT-ST: Generative Pre-Training of Spatio-Temporal Graph Neural Networks Zhonghang Li Lianghao Xia Yong-mei Xu Chao Huang AI4TS AI4CE 128 28 0 07 Nov 2023
TempME: Towards the Explainability of Temporal Graph Neural Networks via Motif Discovery Jialin Chen Rex Ying AI4TS 59 24 0 30 Oct 2023
Recurrent Temporal Revision Graph Networks Yizhou Chen Anxiang Zeng Guangda Huzhang Qingtao Yu Kerui Zhang Yuan Cao Kangle Wu Han Yu Zhiming Zhou 78 3 0 22 Sep 2023
RDGSL: Dynamic Graph Representation Learning with Structure Learning Siwei Zhang Yun Xiong Yao Zhang Yiheng Sun Xiangshan Chen Yizhu Jiao Yangyong Zhu NoLa 87 11 0 05 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 76 4 0 05 Sep 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 55 8 0 31 Aug 2023
SPEED: Streaming Partition and Parallel Acceleration for Temporal Interaction Graph Embedding Xiangshan Chen Yongxiang Liao Yun Xiong Yao Zhang Si-Yuan Zhang Jiawei Zhang Yiheng Sun 91 6 0 27 Aug 2023
Towards Temporal Edge Regression: A Case Study on Agriculture Trade Between Nations Lekang Jiang Caiqi Zhang Farimah Poursafaei Shenyang Huang 90 2 0 15 Aug 2023
From random-walks to graph-sprints: a low-latency node embedding framework on continuous-time dynamic graphs Ahmad Naser Eddin Jacopo Bono David Oliveira Aparício Hugo Ferreira João Tiago Ascensão Pedro Ribeiro P. Bizarro 69 2 0 17 Jul 2023
Deep learning for dynamic graphs: models and benchmarks Alessio Gravina D. Bacciu GNN AI4CE 91 15 0 12 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 105 98 0 03 Jul 2023
Towards Better Dynamic Graph Learning: New Architecture and Unified Library Le Yu Leilei Sun Bowen Du Weifeng Lv AI4CE 104 121 0 23 Mar 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 92 124 0 22 Feb 2023
Graph Neural Networks for temporal graphs: State of the art, open challenges, and opportunities Antonio Longa Veronica Lachi G. Santin Monica Bianchini Bruno Lepri Pietro Lio F. Scarselli Andrea Passerini AI4CE 104 63 0 02 Feb 2023
DyG2Vec: Efficient Representation Learning for Dynamic Graphs Mohammad Ali Alomrani Mahdi Biparva Yingxue Zhang Mark Coates AI4TS 75 3 0 30 Oct 2022
Modular Flows: Differential Molecular Generation Yogesh Verma Samuel Kaski Markus Heinonen Vikas Garg 94 14 0 12 Oct 2022
Direct Embedding of Temporal Network Edges via Time-Decayed Line Graphs Sudhanshu Chanpuriya Ryan Rossi Sungchul Kim Tong Yu Jane Hoffswell Nedim Lipka Shunan Guo Cameron Musco AI4TS 120 10 0 30 Sep 2022
Neighborhood-aware Scalable Temporal Network Representation Learning Yu Luo Pan Li GNN AI4TS 77 52 0 02 Sep 2022
Graph Neural Networks Designed for Different Graph Types: A Survey J. M. Thomas Alice Moallemy-Oureh Silvia Beddar-Wiesing Clara Holzhuter 143 31 0 06 Apr 2022