Temporal Graph Networks for Deep Learning on Dynamic Graphs

18 June 2020

Papers citing "Temporal Graph Networks for Deep Learning on Dynamic Graphs"

50 / 310 papers shown

Title
D3-GNN: Dynamic Distributed Dataflow for Streaming Graph Neural Networks Rustam Guliyev Aparajita Haldar Hakan Ferhatosmanoglu GNN 36 1 0 10 Sep 2024
Retrofitting Temporal Graph Neural Networks with Transformer Qiang Huang Xiao Yan Xin Wang Susie Xi Rao Zhichao Han Fangcheng Fu Wentao Zhang Jiawei Jiang AI4CE 26 2 0 09 Sep 2024
Towards Social AI: A Survey on Understanding Social Interactions Sangmin Lee Minzhi Li Bolin Lai Wenqi Jia Fiona Ryan ... Ozgur Kara Bikram Boote Weiyan Shi Diyi Yang James M. Rehg 39 4 0 05 Sep 2024
Leveraging Graph Neural Networks to Forecast Electricity Consumption Eloi Campagne Yvenn Amara-Ouali Y. Goude Argyris Kalogeratos AI4TS 34 1 0 30 Aug 2024
Temporal Graph Neural Network-Powered Paper Recommendation on Dynamic Citation Networks Junhao Shen Mohammad Ausaf Ali Haqqani Beichen Hu Cheng Huang Xihao Xie Tsengdar Lee Jia Zhang 26 0 0 27 Aug 2024
Retrieval Augmented Generation for Dynamic Graph Modeling Yuxia Wu Lizi Liao Yuan Fang 54 3 0 26 Aug 2024
Contrastive Representation Learning for Dynamic Link Prediction in Temporal Networks Amirhossein Nouranizadeh Fatemeh Tabatabaei Far Mohammad Rahmati AI4TS 32 1 0 22 Aug 2024
Expressive Power of Temporal Message Passing Przemysław Andrzej Wałęga Michael Rawson 43 1 0 19 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
A Methodological Report on Anomaly Detection on Dynamic Knowledge Graphs Xiaohua Lu Leshanshui Yang 48 0 0 12 Aug 2024
Spacetime $E(n)$ -Transformer: Equivariant Attention for Spatio-temporal Graphs Sergio G. Charles 31 0 0 12 Aug 2024
An Information-Theoretic Analysis of Temporal GNNs Amirmohammad Farzaneh 21 0 0 10 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 51 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 39 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 33 1 0 26 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 46 1 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 31 2 0 24 Jul 2024
Temperature Distribution Prediction in Laser Powder Bed Fusion using Transferable and Scalable Graph Neural Networks Riddhiman Raut Amit Kumar Ball A. Basak AI4CE 13 1 0 18 Jul 2024
Temporal receptive field in dynamic graph learning: A comprehensive analysis Yannis Karmim Leshanshui Yang Raphael Fournier SÑiehotta Clément Chatelain Sébastien Adam Nicolas Thome 30 1 0 17 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 32 3 0 17 Jul 2024
Deep-Graph-Sprints: Accelerated Representation Learning in Continuous-Time Dynamic Graphs Ahmad Naser Eddin Jacopo Bono David Aparício Hugo Ferreira Pedro Ribeiro P. Bizarro GNN 37 0 0 10 Jul 2024
ITEM: Improving Training and Evaluation of Message-Passing based GNNs for top-k recommendation Yannis Karmim Elias Ramzi Raphael Fournier SÑiehotta Nicolas Thome 30 0 0 03 Jul 2024
Efficient and Effective Implicit Dynamic Graph Neural Network Yongjian Zhong Hieu Vu Tianbao Yang Bijaya Adhikari GNN 40 0 0 25 Jun 2024
Inference of Sequential Patterns for Neural Message Passing in Temporal Graphs J. V. Pichowski Vincenzo Perri Lisi Qarkaxhija Ingo Scholtes 45 0 0 24 Jun 2024
Self-Explainable Temporal Graph Networks based on Graph Information Bottleneck Sangwoo Seo Sungwon Kim Jihyeong Jung Yoonho Lee Chanyoung Park 29 4 0 19 Jun 2024
RIGL: A Unified Reciprocal Approach for Tracing the Independent and Group Learning Processes Xiaoshan Yu Chuan Qin Dazhong Shen Shangshang Yang Haiping Ma Hengshu Zhu Xingyi Zhang AI4Ed 18 3 0 18 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 37 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 30 8 0 14 Jun 2024
TGB 2.0: A Benchmark for Learning on Temporal Knowledge Graphs and Heterogeneous Graphs J. Gastinger Shenyang Huang Mikhail Galkin Erfan Loghmani Ali Parviz ... Emanuele Rossi Ioannis Koutis Heiner Stuckenschmidt Reihaneh Rabbany Guillaume Rabusseau 46 7 0 14 Jun 2024
Efficient Neural Common Neighbor for Temporal Graph Link Prediction Xiaohui Zhang Yanbo Wang Xiyuan Wang Muhan Zhang 36 1 0 12 Jun 2024
From Link Prediction to Forecasting: Addressing Challenges in Batch-based Temporal Graph Learning Moritz Lampert Christopher Blöcker Ingo Scholtes 37 0 0 07 Jun 2024
Long Range Propagation on Continuous-Time Dynamic Graphs Alessio Gravina Giulio Lovisotto Claudio Gallicchio Davide Bacciu Claas Grohnfeldt AI4TS 41 6 0 04 Jun 2024
Temporal Graph Rewiring with Expander Graphs Katarina Petrović Shenyang Huang Farimah Poursafaei Petar Velickovic AI4CE 52 4 0 04 Jun 2024
AGALE: A Graph-Aware Continual Learning Evaluation Framework Tianqi Zhao Alan Hanjalic Megha Khosla 40 1 0 03 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 37 1 0 29 May 2024
Learning-Based Link Anomaly Detection in Continuous-Time Dynamic Graphs Tim Postuvan Claas Grohnfeldt Michele Russo Giulio Lovisotto 32 2 0 28 May 2024
Gaussian Embedding of Temporal Networks Raphaël Romero Jefrey Lijffijt Riccardo Rastelli Marco Corneli Tijl De Bie 39 1 0 27 May 2024
Exploring the Performance of Continuous-Time Dynamic Link Prediction Algorithms Raphaël Romero Maarten Buyl Tijl De Bie Jefrey Lijffijt 31 0 0 27 May 2024
Repeat-Aware Neighbor Sampling for Dynamic Graph Learning Tao Zou Yuhao Mao Junchen Ye Bo Du 22 3 0 24 May 2024
Detecting Complex Multi-step Attacks with Explainable Graph Neural Network Wei Liu Peng Gao Haotian Zhang Kejian Li Weiyong Yang Xingshen Wei Shuji Wu AAML 25 0 0 18 May 2024
CTRL: Continuous-Time Representation Learning on Temporal Heterogeneous Information Network Chenglin Li Yuanzhen Xie Chenyun Yu Lei Cheng Bo Hu Zang Li Di Niu 38 0 0 11 May 2024
WEST GCN-LSTM: Weighted Stacked Spatio-Temporal Graph Neural Networks for Regional Traffic Forecasting Theodoros Theodoropoulos Angelos-Christos Maroudis Antonios Makris Konstantinos Tserpes AI4TS 18 0 0 01 May 2024
A survey of dynamic graph neural networks Yanping Zheng Lu Yi Zhewei Wei AI4TS AI4CE 27 7 0 28 Apr 2024
Modeling social interaction dynamics using temporal graph networks J. Kim Archit Naik Isuru Jayarathne Sehoon Ha Jouh Yeong Chew AI4CE 31 1 0 05 Apr 2024
Stock Recommendations for Individual Investors: A Temporal Graph Network Approach with Diversification-Enhancing Contrastive Learning Youngbin Lee Yejin Kim Yongjae Lee AIFin 26 0 0 27 Mar 2024
Temporal Graph Networks for Graph Anomaly Detection in Financial Networks Yejin Kim Youngbin Lee Minyoung Choe Sungju Oh Yongjae Lee 16 2 0 27 Mar 2024
GreeDy and CoDy: Counterfactual Explainers for Dynamic Graphs Zhan Qu Daniel Gomm Michael Färber CML FAtt 39 1 0 25 Mar 2024
A Temporal Graph Network Framework for Dynamic Recommendation Yejin Kim Youngbin Lee Vincent Yuan Annika Lee Yongjae Lee AI4CE 38 1 0 24 Mar 2024
Marlin: Knowledge-Driven Analysis of Provenance Graphs for Efficient and Robust Detection of Cyber Attacks Zhenyuan Li Yangyang Wei Xiangmin Shen Lingzhi Wang Yan Chen ... Fan Zhang Liang Hou Wenmao Liu Xuhong Zhang Jianwei Ying 21 1 0 19 Mar 2024