A Time Series is Worth Five Experts: Heterogeneous Mixture of Experts for Traffic Flow Prediction Sep 26, 2024 Mixture-of-Experts Prediction
Code Code Available Spectral Temporal Graph Neural Network for Multivariate Time-series Forecasting Mar 13, 2021 Graph Neural Network Multivariate Time Series Forecasting
Code Code Available STDEN: Towards Physics-Guided Neural Networks for Traffic Flow Prediction Sep 1, 2022 Physics-informed machine learning Spatio-Temporal Forecasting
Code Code Available STG4Traffic: A Survey and Benchmark of Spatial-Temporal Graph Neural Networks for Traffic Prediction Jul 2, 2023 Graph Learning Traffic Prediction
Code Code Available Online Test-Time Adaptation of Spatial-Temporal Traffic Flow Forecasting Jan 8, 2024 Test-time Adaptation Traffic Prediction
Code Code Available Automated Dilated Spatio-Temporal Synchronous Graph Modeling for Traffic Prediction Jul 22, 2022 graph construction Representation Learning
Code Code Available A Graph and Attentive Multi-Path Convolutional Network for Traffic Prediction May 30, 2022 Prediction Traffic Prediction
Code Code Available SCINet: Time Series Modeling and Forecasting with Sample Convolution and Interaction Jun 17, 2021 Time Series Time Series Analysis
Code Code Available A Graph-based U-Net Model for Predicting Traffic in unseen Cities Feb 11, 2022 Management Traffic Prediction
Code Code Available PromptCast: A New Prompt-based Learning Paradigm for Time Series Forecasting Sep 20, 2022 Language Modelling Representation Learning
Code Code Available Uncertainty Quantification for Image-based Traffic Prediction across Cities Aug 11, 2023 Decision Making Decision Making Under Uncertainty
Code Code Available Unified Spatio-Temporal Modeling for Traffic Forecasting using Graph Neural Network Apr 26, 2021 Graph Neural Network Traffic Prediction
Code Code Available Spatial-Temporal Transformer Networks for Traffic Flow Forecasting Jan 9, 2020 Traffic Prediction
Code Code Available MA2GCN: Multi Adjacency relationship Attention Graph Convolutional Networks for Traffic Prediction using Trajectory data Jan 16, 2024 Traffic Prediction
Code Code Available A Correlation Information-based Spatiotemporal Network for Traffic Flow Forecasting May 20, 2022 Graph Neural Network Traffic Prediction
Code Code Available MegaCRN: Meta-Graph Convolutional Recurrent Network for Spatio-Temporal Modeling Dec 12, 2022 Decoder Graph Learning
Code Code Available Learning to Remember Patterns: Pattern Matching Memory Networks for Traffic Forecasting Oct 20, 2021 Traffic Prediction
Code Code Available ChatTraffic: Text-to-Traffic Generation via Diffusion Model Nov 27, 2023 model Prediction
Code Code Available Graph Neural Rough Differential Equations for Traffic Forecasting Mar 20, 2023 Time Series Traffic Prediction
Code Code Available MemDA: Forecasting Urban Time Series with Memory-based Drift Adaptation Sep 25, 2023 Multivariate Time Series Forecasting Time Series
Code Code Available Few-Sample Traffic Prediction with Graph Networks using Locale as Relational Inductive Biases Mar 8, 2022 Management Open-Ended Question Answering
Code Code Available Causal conditional hidden Markov model for multimodal traffic prediction Jan 19, 2023 Management Prediction
Code Code Available FDTI: Fine-grained Deep Traffic Inference with Roadnet-enriched Graph Jun 19, 2023 Traffic Prediction
Code Code Available Federated Learning for 5G Base Station Traffic Forecasting Nov 28, 2022 Federated Learning Management
Code Code Available Connecting the Dots: Multivariate Time Series Forecasting with Graph Neural Networks May 24, 2020 Graph Learning Graph Neural Network
Code Code Available Semantic-Fused Multi-Granularity Cross-City Traffic Prediction Feb 23, 2023 Graph structure learning Management
Code Code Available LightCTS: A Lightweight Framework for Correlated Time Series Forecasting Feb 23, 2023 Computational Efficiency Correlated Time Series Forecasting
Code Code Available Long term 5G network traffic forecasting via modeling non-stationarity with deep learning Jun 6, 2023 Time Series Time Series Forecasting
Code Code Available Graph-based Multi-ODE Neural Networks for Spatio-Temporal Traffic Forecasting May 30, 2023 Spatio-Temporal Forecasting Time Series Forecasting
Code Code Available Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting Jul 6, 2020 Graph Generation Graph Neural Network
Code Code Available Multi-agent Trajectory Prediction with Fuzzy Query Attention Oct 29, 2020 Decision Making Prediction
Code Code Available Multi-task Learning for Sparse Traffic Forecasting Nov 18, 2022 Graph Neural Network Multi-Task Learning
Code Code Available Adaptive Hybrid Spatial-Temporal Graph Neural Network for Cellular Traffic Prediction Feb 28, 2023 Graph Learning Graph Neural Network
Code Code Available Air Traffic Controller Workload Level Prediction using Conformalized Dynamical Graph Learning Jul 20, 2023 Conformal Prediction Graph Learning
Code Code Available Exploring the Generalizability of Spatio-Temporal Traffic Prediction: Meta-Modeling and an Analytic Framework Sep 20, 2020 Traffic Prediction
Code Code Available Efficient Traffic Prediction Through Spatio-Temporal Distillation Jan 15, 2025 Knowledge Distillation Prediction
Code Code Available RGDAN: A random graph diffusion attention network for traffic prediction Jan 16, 2024 Traffic Prediction
Code Code Available RNTrajRec: Road Network Enhanced Trajectory Recovery with Spatial-Temporal Transformer Nov 23, 2022 Decoder Graph Generation
Code Code Available Seeing the Unseen: Learning Basis Confounder Representations for Robust Traffic Prediction Nov 21, 2023 Robust Traffic Prediction Traffic Prediction
Code Code Available Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic Forecasting Jul 6, 2017 Decoder Multivariate Time Series Forecasting
Code Code Available EasyDGL: Encode, Train and Interpret for Continuous-time Dynamic Graph Learning Mar 22, 2023 Dynamic Link Prediction Dynamic Node Classification
Code Code Available DL-Traff: Survey and Benchmark of Deep Learning Models for Urban Traffic Prediction Aug 20, 2021 Deep Learning Time Series
Code Code Available Domain Adversarial Spatial-Temporal Network: A Transferable Framework for Short-term Traffic Forecasting across Cities Feb 8, 2022 Domain Adaptation Graph Mining
Code Code Available Towards Explainable Traffic Flow Prediction with Large Language Models Apr 3, 2024 Deep Learning Prediction
Code Code Available Graph Neural Controlled Differential Equations for Traffic Forecasting Dec 7, 2021 Spatio-Temporal Forecasting Time Series Forecasting
Code Code Available Graph WaveNet for Deep Spatial-Temporal Graph Modeling May 31, 2019 Graph Neural Network Relation
Code Code Available ModWaveMLP: MLP-Based Mode Decomposition and Wavelet Denoising Model to Defeat Complex Structures in Traffic Forecasting Jul 1, 2024 Denoising Prediction
Code Code Available BiDepth Multimodal Neural Network: Bidirectional Depth Deep Learning Architecture for Spatial-Temporal Prediction Jan 14, 2025 Precipitation Forecasting Prediction
— Unverified Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies Jun 1, 2025 Computational Efficiency Graph Attention
— Unverified Building Transportation Foundation Model via Generative Graph Transformer May 24, 2023 Graph Generation Management
— Unverified 