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spatiotemporal forecasting

48 papers

Papers

Adaptive Frequency Pathways for Spatiotemporal Forecasting AAAI 2026 Causal-LLM: Towards Predictive and Interpretable Spatiotemporal Foundation Models AAAI 2026 Decoupled Spatiotemporal Forecasting from Extreme Sparse Observations via Quantized Latent Space AAAI 2026 ForeSWE: Forecasting Snow-Water Equivalent with an Uncertainty-Aware Attention Model AAAI 2026 Nonlocal Bayesian Modeling of Continuous Spatio-Temporal Dynamics UAI 2026 PhyOceanCast: Global Ocean Forecasting with Physics-Informed Diffusion CVPR 2026 S^2-KD: Semantic-Spectral Knowledge Distillation Spatiotemporal Forecasting AAAI 2026 Unlocking Dynamic Inter-Client Spatial Dependencies: A Federated Spatio-temporal Graph Learning Method for Traffic Flow Forecasting AAAI 2026 A Dynamic Stiefel Graph Neural Network for Efficient Spatio-Temporal Time Series Forecasting IJCAI 2025 Distribution-Aware Online Learning for Urban Spatiotemporal Forecasting on Streaming Data IJCAI 2025 Drawing Informative Gradients from Sources: A One-stage Transfer Learning Framework for Cross-city Spatiotemporal Forecasting AAAI 2025 Expand and Compress: Exploring Tuning Principles for Continual Spatio-Temporal Graph Forecasting ICLR 2025 Frequency-Aligned Knowledge Distillation for Lightweight Spatiotemporal Forecasting ICCV 2025 Geolocation Representation from Large Language Models Are Generic Enhancers for Spatio-Temporal Learning AAAI 2025 GeoPro-Net: Learning Interpretable Spatiotemporal Prediction Models Through Statistically-Guided Geo-Prototyping AAAI 2025 Met2Net: A Decoupled Two-Stage Spatio-Temporal Forecasting Model for Complex Meteorological Systems ICCV 2025 Personalized Federated Learning for Spatio-Temporal Forecasting: A Dual Semantic Alignment-Based Contrastive Approach AAAI 2025 Physics-Enforced Reservoir Computing for Forecasting Spatiotemporal Systems L4DC 2025 RePST: Language Model Empowered Spatio-Temporal Forecasting via Semantic-Oriented Reprogramming IJCAI 2025 Boosting Generalization in Parametric PDE Neural Solvers through Adaptive Conditioning NeurIPS 2024 Continuous Product Graph Neural Networks NeurIPS 2024 Multi-Modality Spatio-Temporal Forecasting via Self-Supervised Learning IJCAI 2024 Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting IJCAI 2024 AirFormer: Predicting Nationwide Air Quality in China with Transformers AAAI 2023 Continuous PDE Dynamics Forecasting with Implicit Neural Representations ICLR 2023