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spatiotemporal forecasting

21 papers

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Co-occurring keywords

graph neural network (3962) traffic forecasting (28) traffic prediction (36) precipitation nowcasting (10) weather forecasting (42) node embedding (127) recurrent neural network (1790) time series prediction (70) deep learning (2118) knowledge distillation (3725)

Papers

Decoupled Spatiotemporal Forecasting from Extreme Sparse Observations via Quantized Latent Space AAAI 2026
S^2-KD: Semantic-Spectral Knowledge Distillation Spatiotemporal Forecasting AAAI 2026
Adaptive Frequency Pathways for Spatiotemporal Forecasting AAAI 2026
Causal-LLM: Towards Predictive and Interpretable Spatiotemporal Foundation Models AAAI 2026
Distribution-Aware Online Learning for Urban Spatiotemporal Forecasting on Streaming Data IJCAI 2025
GeoPro-Net: Learning Interpretable Spatiotemporal Prediction Models Through Statistically-Guided Geo-Prototyping AAAI 2025
Frequency-Aligned Knowledge Distillation for Lightweight Spatiotemporal Forecasting ICCV 2025
Drawing Informative Gradients from Sources: A One-stage Transfer Learning Framework for Cross-city Spatiotemporal Forecasting AAAI 2025
Continuous Product Graph Neural Networks NIPS 2024
Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting IJCAI 2024
Scalable Spatiotemporal Graph Neural Networks AAAI 2023
Sparse Graph Learning from Spatiotemporal Time Series JMLR 2023
Taming Local Effects in Graph-based Spatiotemporal Forecasting NIPS 2023
PreDiff: Precipitation Nowcasting with Latent Diffusion Models NIPS 2023
DYffusion: A Dynamics-informed Diffusion Model for Spatiotemporal Forecasting NIPS 2023
Practical Adversarial Attacks on Spatiotemporal Traffic Forecasting Models NIPS 2022
CausalGNN: Causal-Based Graph Neural Networks for Spatio-Temporal Epidemic Forecasting AAAI 2022
Physics-Informed Long-Sequence Forecasting From Multi-Resolution Spatiotemporal Data IJCAI 2022
CloudLSTM: A Recurrent Neural Model for Spatiotemporal Point-cloud Stream Forecasting AAAI 2021
Spatiotemporal Graph Neural Network for Performance Prediction of Photovoltaic Power Systems AAAI 2021
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting NIPS 2015