Cover Image

GT-SNT: A Linear-Time Transformer for Large-Scale Graphs via Spiking Node Tokenization

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Zhang, Huizhe, Li, Jintang, Zhu, Yuchang, Zhong, Huazhen, Chen, Liang
Format:	Preprint
Published:	2025
Subjects:	Neural and Evolutionary Computing Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

SGNNBench: A Holistic Evaluation of Spiking Graph Neural Network on Large-scale Graph
by: Zhang, Huizhe, et al.
Published: (2025)

SGHormer: An Energy-Saving Graph Transformer Driven by Spikes
by: Zhang, Huizhe, et al.
Published: (2024)

A Graph is Worth 1-bit Spikes: When Graph Contrastive Learning Meets Spiking Neural Networks
by: Li, Jintang, et al.
Published: (2023)

SpikeGraphormer: A High-Performance Graph Transformer with Spiking Graph Attention
by: Sun, Yundong, et al.
Published: (2024)

SpikeLLM: Scaling up Spiking Neural Network to Large Language Models via Saliency-based Spiking
by: Xing, Xingrun, et al.
Published: (2024)

Neuromorphic Graph Anomaly Detection via Adaptive STDP and Spiking Graph Neural Networks
by: Fofanah, Abdul Joseph, et al.
Published: (2026)

Time to Spike? Understanding the Representational Power of Spiking Neural Networks in Discrete Time
by: Nguyen, Duc Anh, et al.
Published: (2025)

Sleep-Based Homeostatic Regularization for Stabilizing Spike-Timing-Dependent Plasticity in Recurrent Spiking Neural Networks
by: Massey, Andreas, et al.
Published: (2026)

Effects of Introducing Synaptic Scaling on Spiking Neural Network Learning
by: Touda, Shinnosuke, et al.
Published: (2026)

Spiking Heterogeneous Graph Attention Networks
by: Cao, Buqing, et al.
Published: (2025)

Curriculum Design Helps Spiking Neural Networks to Classify Time Series
by: Sun, Chenxi, et al.
Published: (2023)

SiGNN: A Spike-induced Graph Neural Network for Dynamic Graph Representation Learning
by: Chen, Dong, et al.
Published: (2024)

SpikeVoice: High-Quality Text-to-Speech Via Efficient Spiking Neural Network
by: Wang, Kexin, et al.
Published: (2024)

Noisy Spiking Actor Network for Exploration
by: Chen, Ding, et al.
Published: (2024)

Decision SpikeFormer: Spike-Driven Transformer for Decision Making
by: Huang, Wei, et al.
Published: (2025)

Training a General Spiking Neural Network with Improved Efficiency and Minimum Latency
by: Yao, Yunpeng, et al.
Published: (2024)

Temporal Spiking Neural Networks with Synaptic Delay for Graph Reasoning
by: Xiao, Mingqing, et al.
Published: (2024)

Geometry-Aware Spiking Graph Neural Network
by: Zhang, Bowen, et al.
Published: (2025)

Neuromorphic Spiking Neural Network Based Classification of COVID-19 Spike Sequences
by: Murad, Taslim, et al.
Published: (2024)

Dynamic Spiking Framework for Graph Neural Networks
by: Yin, Nan, et al.
Published: (2023)

SpikeLM: Towards General Spike-Driven Language Modeling via Elastic Bi-Spiking Mechanisms
by: Xing, Xingrun, et al.
Published: (2024)

Spiking Point Transformer for Point Cloud Classification
by: Wu, Peixi, et al.
Published: (2025)

Spiking Brain Compression: Post-Training Second-order Compression for Spiking Neural Networks
by: Shi, Lianfeng, et al.
Published: (2025)

Unsupervised Sparse Coding-based Spiking Neural Network for Real-time Spike Sorting
by: Melot, Alexis, et al.
Published: (2025)

Spiking Synaptic Penalty: Appropriate Penalty Term for Energy-Efficient Spiking Neural Networks
by: Suetake, Kazuma, et al.
Published: (2023)

EchoSpike Predictive Plasticity: An Online Local Learning Rule for Spiking Neural Networks
by: Graf, Lars, et al.
Published: (2024)

Supervised Spike Agreement Dependent Plasticity for Fast Local Learning in Spiking Neural Networks
by: S, Gouri Lakshmi, et al.
Published: (2026)

Stochastic Quantum Spiking Neural Networks with Quantum Memory and Local Learning
by: Chen, Jiechen, et al.
Published: (2025)

Continuous Spiking Graph Neural Networks
by: Yin, Nan, et al.
Published: (2024)

Spike Agreement Dependent Plasticity: A scalable Bio-Inspired learning paradigm for Spiking Neural Networks
by: Bej, Saptarshi, et al.
Published: (2025)

Efficient Deep Spiking Multi-Layer Perceptrons with Multiplication-Free Inference
by: Li, Boyan, et al.
Published: (2023)

ChronoPlastic Spiking Neural Networks
by: Chaudhry, Sarim
Published: (2025)

SNNAX -- Spiking Neural Networks in JAX
by: Lohoff, Jamie, et al.
Published: (2024)

ASecond-Order SpikingSSM for Wearables
by: Agrawal, Kartikay, et al.
Published: (2025)

SpikingGamma: Surrogate-Gradient Free and Temporally Precise Online Training of Spiking Neural Networks with Smoothed Delays
by: Koopman, Roel, et al.
Published: (2026)

Learning Graph Quantized Tokenizers
by: Wang, Limei, et al.
Published: (2024)

SpikingSSMs: Learning Long Sequences with Sparse and Parallel Spiking State Space Models
by: Shen, Shuaijie, et al.
Published: (2024)

Transductive Spiking Graph Neural Networks for Loihi
by: Snyder, Shay, et al.
Published: (2024)

Learning Long Sequences in Spiking Neural Networks
by: Stan, Matei Ioan, et al.
Published: (2023)

Spiking Neural Networks with Random Network Architecture
by: Dai, Zihan, et al.
Published: (2025)