Scaling Up Dynamic Graph Representation Learning via Spiking Neural
Networks

Scaling Up Dynamic Graph Representation Learning via Spiking Neural Networks

15 August 2022

Ruofan Wu

Papers citing "Scaling Up Dynamic Graph Representation Learning via Spiking Neural Networks"

15 / 15 papers shown

Title
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
Hybrid variable spiking graph neural networks for energy-efficient scientific machine learning Isha Jain Shailesh Garg Shaurya Shriyam Souvik Chakraborty GNN 68 0 0 12 Dec 2024
Spiking Graph Neural Network on Riemannian Manifolds Li Sun Zhenhao Huang Qiqi Wan Hao Peng Philip S. Yu GNN AI4CE 27 1 0 23 Oct 2024
Degree-Conscious Spiking Graph for Cross-Domain Adaptation Yingxu Wang Mengzhu Wang Siwei Liu Shangsong Liang Nan Yin James Kwok 31 3 0 09 Oct 2024
Unveiling the Potential of Spiking Dynamics in Graph Representation Learning through Spatial-Temporal Normalization and Coding Strategies M. Xu Huifeng Yin Yujie Wu Guoqi Li Faqiang Liu Jing Pei Shuai Zhong Lei Deng 27 0 0 30 Jul 2024
State Space Models on Temporal Graphs: A First-Principles Study Jintang Li Ruofan Wu Xinzhou Jin Boqun Ma Liang Chen Zibin Zheng 63 3 0 03 Jun 2024
Temporal Spiking Neural Networks with Synaptic Delay for Graph Reasoning Mingqing Xiao Yixin Zhu D.K. He Zhouchen Lin LRM 30 4 0 27 May 2024
Continuous Spiking Graph Neural Networks Nan Yin Mengzhu Wang Li Shen Hitesh Laxmichand Patel Baopu Li Bin Gu Huan Xiong GNN 29 10 0 02 Apr 2024
SpikeGraphormer: A High-Performance Graph Transformer with Spiking Graph Attention Yundong Sun Dongjie Zhu Yansong Wang Zhaoshuo Tian Ning Cao Gregory O'Hared 38 1 0 21 Mar 2024
SiGNN: A Spike-induced Graph Neural Network for Dynamic Graph Representation Learning Dong Chen Shuai Zheng Muhao Xu Zhenfeng Zhu Yao-Min Zhao 37 3 0 11 Mar 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 39 0 0 28 Nov 2023
A Graph is Worth 1-bit Spikes: When Graph Contrastive Learning Meets Spiking Neural Networks Jintang Li Huizhe Zhang Ruofan Wu Zulun Zhu Baokun Wang Changhua Meng Zibin Zheng Liang Chen SSL 30 9 0 30 May 2023
EasyDGL: Encode, Train and Interpret for Continuous-time Dynamic Graph Learning Chao Chen Haoyu Geng Nianzu Yang Xiaokang Yang Junchi Yan 27 8 0 22 Mar 2023
Optimized Potential Initialization for Low-latency Spiking Neural Networks Tong Bu Jianhao Ding Zhaofei Yu Tiejun Huang 102 89 0 03 Feb 2022
Beyond Classification: Directly Training Spiking Neural Networks for Semantic Segmentation Youngeun Kim Joshua Chough Priyadarshini Panda 40 79 0 14 Oct 2021