Cover Image

Spatial PDE-aware Selective State-space with Nested Memory for Mobile Traffic Grid Forecasting

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Bettouche, Zineddine, Ali, Khalid, Fischer, Andreas, Kassler, Andreas
Format:	Preprint
Published:	2026
Subjects:	Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Enhancing Spatiotemporal Networks with xLSTM: A Scalar LSTM Approach for Cellular Traffic Forecasting
by: Ali, Khalid, et al.
Published: (2025)

HiSTM: Hierarchical Spatiotemporal Mamba for Cellular Traffic Forecasting
by: Bettouche, Zineddine, et al.
Published: (2025)

Synthetic Data Augmentation for Table Detection: Re-evaluating TableNet's Performance with Automatically Generated Document Images
by: Sahukara, Krishna, et al.
Published: (2025)

Contextual Categorization Enhancement through LLMs Latent-Space
by: Bettouche, Zineddine, et al.
Published: (2024)

RNM-TD3: N:M Semi-structured Sparse Reinforcement Learning From Scratch
by: Vrce, Isam, et al.
Published: (2026)

Smart Manufacturing: MLOps-Enabled Event-Driven Architecture for Enhanced Control in Steel Production
by: Ahmed, Bestoun S., et al.
Published: (2025)

Variational Mode-Driven Graph Convolutional Network for Spatiotemporal Traffic Forecasting
by: Ahmad, Osama, et al.
Published: (2024)

FUSE-Traffic: Fusion of Unstructured and Structured Data for Event-aware Traffic Forecasting
by: Yu, Chenyang, et al.
Published: (2025)

TEAM: Topological Evolution-aware Framework for Traffic Forecasting--Extended Version
by: Kieu, Duc, et al.
Published: (2024)

Bikelution: Federated Gradient-Boosting for Scalable Shared Micro-Mobility Demand Forecasting
by: Tziorvas, Antonios, et al.
Published: (2026)

PGCN: Progressive Graph Convolutional Networks for Spatial-Temporal Traffic Forecasting
by: Shin, Yuyol, et al.
Published: (2022)

Spatiotemporal-aware Trend-Seasonality Decomposition Network for Traffic Flow Forecasting
by: Cao, Lingxiao, et al.
Published: (2025)

Network Level Spatial Temporal Traffic State Forecasting with Hierarchical-Attention-LSTM (HierAttnLSTM)
by: Zhang, Tianya
Published: (2022)

Graph Convolutional Network With Pattern-Spatial Interactive and Regional Awareness for Traffic Forecasting
by: Ji, Xinyu, et al.
Published: (2025)

City-Conditioned Memory for Multi-City Traffic and Mobility Forecasting
by: Du, Wenzhang
Published: (2025)

PDE-aware Optimizer for Physics-informed Neural Networks
by: Churiwala, Vismay, et al.
Published: (2025)

Direct Feature Access -- Scaling Network Traffic Feature Collection to Terabit Speed
by: Froschauer, Lukas, et al.
Published: (2025)

Robust Traffic Forecasting against Spatial Shift over Years
by: Wang, Hongjun, et al.
Published: (2024)

PDE-SSM: A Spectral State Space Approach to Spatial Mixing in Diffusion Transformers
by: Gal, Eshed, et al.
Published: (2026)

STMGF: An Effective Spatial-Temporal Multi-Granularity Framework for Traffic Forecasting
by: Zhao, Zhengyang, et al.
Published: (2024)

Spatial-Temporal Interactive Dynamic Graph Convolution Network for Traffic Forecasting
by: Liu, Aoyu, et al.
Published: (2022)

Federated Learning in Mobile Networks: A Comprehensive Case Study on Traffic Forecasting
by: Pavlidis, Nikolaos, et al.
Published: (2024)

Classification EM-PCA for clustering and embedding
by: Tighidet, Zineddine, et al.
Published: (2025)

FusionTransNet for Smart Urban Mobility: Spatiotemporal Traffic Forecasting Through Multimodal Network Integration
by: Wang, Binwu, et al.
Published: (2024)

MDAS-GNN: Multi-Dimensional Spatiotemporal GNN with Spatial Diffusion for Urban Traffic Risk Forecasting
by: Gao, Ziyuan
Published: (2025)

Fusion Matrix Prompt Enhanced Self-Attention Spatial-Temporal Interactive Traffic Forecasting Framework
by: Liu, Mu, et al.
Published: (2024)

UoMo: A Universal Model of Mobile Traffic Forecasting for Wireless Network Optimization
by: Chai, Haoye, et al.
Published: (2024)

Multi-Grained Temporal-Spatial Graph Learning for Stable Traffic Flow Forecasting
by: Lin, Zhenan, et al.
Published: (2025)

Mobility-based Traffic Forecasting in a Multimodal Transport System
by: Mboko, Henock M., et al.
Published: (2024)

A Robust Scheduling of Cyclic Traffic for Integrated Wired and Wireless Time-Sensitive Networks
by: Kaynak, Özgür Ozan, et al.
Published: (2025)

Nested Spatio-Temporal Time Series Forecasting
by: Ai, Yinghao, et al.
Published: (2026)

SSMT: Few-Shot Traffic Forecasting with Single Source Meta-Transfer
by: Bhaumik, Kishor Kumar, et al.
Published: (2024)

Unveiling Delay Effects in Traffic Forecasting: A Perspective from Spatial-Temporal Delay Differential Equations
by: Long, Qingqing, et al.
Published: (2024)

Online Test-Time Adaptation of Spatial-Temporal Traffic Flow Forecasting
by: Guo, Pengxin, et al.
Published: (2024)

STGAtt: A Spatial-Temporal Unified Graph Attention Network for Traffic Flow Forecasting
by: Liang, Zhuding, et al.
Published: (2025)

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective
by: Fang, Yuchen, et al.
Published: (2024)

Vision-LLMs for Spatiotemporal Traffic Forecasting
by: Yang, Ning, et al.
Published: (2025)

Probabilistic Traffic Forecasting with Dynamic Regression
by: Zheng, Vincent Zhihao, et al.
Published: (2023)

ST-Mamba: Spatial-Temporal Selective State Space Model for Traffic Flow Prediction
by: Shao, Zhiqi, et al.
Published: (2024)

Memory-Conditioned Flow-Matching for Stable Autoregressive PDE Rollouts
by: Armegioiu, Victor
Published: (2026)