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Papers
A Retrieval Augmented Spatio-Temporal Framework for Traffic Prediction
AAAI 2026
Generalising Traffic Forecasting to Regions Without Traffic Observations
AAAI 2026
HyperD: Hybrid Periodicity Decoupling Framework for Traffic Forecasting
AAAI 2026
Making Logic a First-Class Citizen in Generative ML for Networking
NSDI 2026
TransLLM: A Unified Multi-Task Large Language Model for Urban Transportation via Learnable Prompting
ACL 2026
DualCast: A Model to Disentangle Aperiodic Events from Traffic Series
IJCAI 2025
Spatiotemporal-aware Trend-Seasonality Decomposition Network for Traffic Flow Forecasting
AAAI 2025
Full Bayesian Significance Testing for Neural Networks in Traffic Forecasting
IJCAI 2024
ModWaveMLP: MLP-Based Mode Decomposition and Wavelet Denoising Model to Defeat Complex Structures in Traffic Forecasting
AAAI 2024
TESTAM: A Time-Enhanced Spatio-Temporal Attention Model with Mixture of Experts
ICLR 2024
Easy Begun Is Half Done: Spatial-Temporal Graph Modeling with ST-Curriculum Dropout
AAAI 2023
LargeST: A Benchmark Dataset for Large-Scale Traffic Forecasting
NeurIPS 2023
Probing Traffic Trend Forecasting via Spatial-Temporal Aware Learning-Graph Attention
ACML 2023
Spatio-Temporal Meta-Graph Learning for Traffic Forecasting
AAAI 2023
DSTAGNN: Dynamic Spatial-Temporal Aware Graph Neural Network for Traffic Flow Forecasting
ICML 2022
Graph Neural Controlled Differential Equations for Traffic Forecasting
AAAI 2022
Learning to Remember Patterns: Pattern Matching Memory Networks for Traffic Forecasting
ICLR 2022
Practical Adversarial Attacks on Spatiotemporal Traffic Forecasting Models
NeurIPS 2022
CloudLSTM: A Recurrent Neural Model for Spatiotemporal Point-cloud Stream Forecasting
AAAI 2021
Hierarchical Graph Convolution Network for Traffic Forecasting
AAAI 2021
Traffic Flow Forecasting with Spatial-Temporal Graph Diffusion Network
AAAI 2021
Traffic Forecasting using Vehicle-to-Vehicle Communication
L4DC 2021
Z-GCNETs: Time Zigzags at Graph Convolutional Networks for Time Series Forecasting
ICML 2021
Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting
NeurIPS 2020
MaCAR: Urban Traffic Light Control via Active Multi-agent Communication and Action Rectification
IJCAI 2020