Do We Really Need Complicated Model Architectures For Temporal Networks?

22 February 2023

Papers citing "Do We Really Need Complicated Model Architectures For Temporal Networks?"

50 / 68 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
DyGEnc: Encoding a Sequence of Textual Scene Graphs to Reason and Answer Questions in Dynamic Scenes S. Linok Vadim Semenov Anastasia Trunova Oleg Bulichev Dmitry A. Yudin 40 0 0 06 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 64 0 0 24 Apr 2025
Trajectory Encoding Temporal Graph Networks Jiafeng Xiong Rizos Sakellariou AI4CE 40 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 31 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 19 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 Transfer Framework for Enhancing Temporal Graph Learning in Data-Scarce Settings Sidharth Agarwal Tanishq Dubey Shubham Gupta Srikanta J. Bedathur AI4TS AI4CE 32 0 0 02 Mar 2025
A Survey of Link Prediction in Temporal Networks Jiafeng Xiong Ahmad Zareie Rizos Sakellariou AI4TS AI4CE 31 1 0 28 Feb 2025
Unlocking Multi-Modal Potentials for Dynamic Text-Attributed Graph Representation Yuanyuan Xu Wenjie Zhang Y. Zhang Xuemin Lin Xiwei Xu 56 0 0 27 Feb 2025
UniDyG: A Unified and Effective Representation Learning Approach for Large Dynamic Graphs Yuanyuan Xu Wenjie Zhang Xuemin Lin Y. Zhang AI4TS 34 0 0 23 Feb 2025
ScaDyG:A New Paradigm for Large-scale Dynamic Graph Learning Xiang Wu Xunkai Li Rong-Hua Li Kangfei Zhao Guoren Wang AI4TS AI4CE 48 0 0 27 Jan 2025
THeGCN: Temporal Heterophilic Graph Convolutional Network Yuchen Yan Yuzhong Chen Huiyuan Chen Xiaoting Li Zhe Xu Zhichen Zeng Lihui Liu Zhining Liu Hanghang Tong 82 0 0 21 Dec 2024
TGTOD: A Global Temporal Graph Transformer for Outlier Detection at Scale Kay Liu Jiahao Ding MohamadAli Torkamani Philip S. Yu 73 1 0 01 Dec 2024
Enhancing the Expressivity of Temporal Graph Networks through Source-Target Identification Benedict Aaron Tjandra Federico Barbero Michael M. Bronstein 25 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
BACKTIME: Backdoor Attacks on Multivariate Time Series Forecasting Xiao Lin Zhining Liu Dongqi Fu Ruizhong Qiu Hanghang Tong AAML AI4TS 43 5 0 03 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 15 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
Retrieval Augmented Generation for Dynamic Graph Modeling Yuxia Wu Lizi Liao Yuan Fang 35 3 0 26 Aug 2024
Contrastive Representation Learning for Dynamic Link Prediction in Temporal Networks Amirhossein Nouranizadeh Fatemeh Tabatabaei Far Mohammad Rahmati AI4TS 19 1 0 22 Aug 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
A Novel Spatiotemporal Coupling Graph Convolutional Network Fanghui Bi 24 0 0 09 Aug 2024
Spatial-temporal Graph Convolutional Networks with Diversified Transformation for Dynamic Graph Representation Learning Ling Wang Yixiang Huang Hao Wu 19 0 0 05 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 28 3 0 30 Jul 2024
Learning production functions for supply chains with graph neural networks Serina Chang Zhiyin Lin Benjamin Yan Swapnil Bembde Qi Xiu ... Yu Qin Frank Kloster Alex Luo Raj Palleti J. Leskovec GNN AI4TS 31 1 0 26 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 16 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
Self-Explainable Temporal Graph Networks based on Graph Information Bottleneck Sangwoo Seo Sungwon Kim Jihyeong Jung Yoonho Lee Chanyoung Park 21 4 0 19 Jun 2024
DTGB: A Comprehensive Benchmark for Dynamic Text-Attributed Graphs Jiasheng Zhang Jialin Chen Menglin Yang Aosong Feng Shuang Liang Jie Shao Rex Ying 21 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 21 0 0 07 Jun 2024
Long Range Propagation on Continuous-Time Dynamic Graphs Alessio Gravina Giulio Lovisotto Claudio Gallicchio Davide Bacciu Claas Grohnfeldt AI4TS 33 6 0 04 Jun 2024
Temporal Graph Rewiring with Expander Graphs Katarina Petrović Shenyang Huang Farimah Poursafaei Petar Velickovic AI4CE 42 4 0 04 Jun 2024
SIG: Efficient Self-Interpretable Graph Neural Network for Continuous-time Dynamic Graphs Lanting Fang Yulian Yang Kai Wang Shanshan Feng Kaiyu Feng Jie Gui Shuliang Wang Y. Ong 27 1 0 29 May 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 21 0 0 27 May 2024
Adaptive Critical Subgraph Mining for Cognitive Impairment Conversion Prediction with T1-MRI-based Brain Network Yilin Leng Wenju Cui Chen Bai Xi Jiang Shuangqing Chen Jian Zheng 21 0 0 20 Mar 2024
MSPipe: Efficient Temporal GNN Training via Staleness-Aware Pipeline Guangming Sheng Junwei Su Chao Huang Chuan Wu 25 5 0 23 Feb 2024
SLADE: Detecting Dynamic Anomalies in Edge Streams without Labels via Self-Supervised Learning Jongha Lee Sunwoo Kim Kijung Shin AI4TS 36 3 0 19 Feb 2024
TASER: Temporal Adaptive Sampling for Fast and Accurate Dynamic Graph Representation Learning Gangda Deng Hongkuan Zhou Hanqing Zeng Yinglong Xia Christopher Leung Jianbo Li Rajgopal Kannan Viktor Prasanna 11 1 0 08 Feb 2024
Todyformer: Towards Holistic Dynamic Graph Transformers with Structure-Aware Tokenization Mahdi Biparva Raika Karimi Faezeh Faez Yingxue Zhang 28 2 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 14 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