UniDyG: A Unified and Effective Representation Learning Approach for Large Dynamic Graphs

23 February 2025

Papers citing "UniDyG: A Unified and Effective Representation Learning Approach for Large Dynamic Graphs"

10 / 10 papers shown

Title
Frequency-domain MLPs are More Effective Learners in Time Series Forecasting Kun Yi Qi Zhang Wei Fan Shoujin Wang Pengyang Wang Hui He Defu Lian Ning An Longbin Cao ZhenDong Niu AI4TS 75 145 0 10 Nov 2023
Provably expressive temporal graph networks Amauri Souza Diego Mesquita Samuel Kaski Vikas Garg 103 55 0 29 Sep 2022
Scaling Up Dynamic Graph Representation Learning via Spiking Neural Networks Jintang Li Zhouxin Yu Zulun Zhu Liang Chen Qi Yu Zibin Zheng Sheng Tian Ruofan Wu Changhua Meng GNN 50 32 0 15 Aug 2022
TGL: A General Framework for Temporal GNN Training on Billion-Scale Graphs Hongkuan Zhou Da Zheng Israt Nisa Vasileios Ioannidis Xiang Song George Karypis AI4CE 57 87 0 28 Mar 2022
DPPIN: A Biological Repository of Dynamic Protein-Protein Interaction Network Data Dongqi Fu Jingrui He 39 29 0 05 Jul 2021
Anomaly Detection in Dynamic Graphs via Transformer Yixin Liu Shirui Pan Yu Guang Wang Fei Xiong Liang Wang Qingfeng Chen V. C. Lee 46 94 0 18 Jun 2021
Inductive Representation Learning in Temporal Networks via Causal Anonymous Walks Yanbang Wang Yen-Yu Chang Yunyu Liu J. Leskovec Pan Li CML AI4TS 48 236 0 15 Jan 2021
Temporal Graph Networks for Deep Learning on Dynamic Graphs Emanuele Rossi B. Chamberlain Fabrizio Frasca D. Eynard Federico Monti M. Bronstein AI4CE 97 641 0 18 Jun 2020
Structured Sequence Modeling with Graph Convolutional Recurrent Networks Youngjoo Seo M. Defferrard P. Vandergheynst Xavier Bresson GNN 83 764 0 22 Dec 2016
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 902 149,474 0 22 Dec 2014