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TSSM: Triaxial State Space Model for Global Station Weather Forecasting with Tem

BACKGROUND
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20 Oct
$M^2Net$: Unifying Scale-Specific Structures and Prototype Decomposition for Spatial-Temporal Forecasting

arXiv:2610.24516v1 Announce Type: new Abstract: Spatial-temporal forecasting is pivotal for intelligent urban management yet remains challenging due to the intricate coupling of

REPORT · WHERE · ArXiv CS.AIOPEN STORY
20 Mar
Towards Efficient and Stable Ocean State Forecasting: A Continuous-Time Koopman Approach

arXiv:2603.05560v2 Announce Type: replace-cross Abstract: We investigate the Continuous-Time Koopman Autoencoder (CT-KAE) as a lightweight surrogate model for long-horizon ocean

REPORT · WHAT · ArXiv CS.AIOPEN STORY
8 Apr
TFRBench: A Reasoning Benchmark for Evaluating Forecasting Systems

arXiv:2604.05364v1 Announce Type: new Abstract: We introduce TFRBench, the first benchmark designed to evaluate the reasoning capabilities of forecasting systems. Traditionally,

REPORT · WHAT · ArXiv CS.AIOPEN STORY
7 Sept
MZ-Rain: Moisture-Budget-Guided Zero-Inflated Model for Station-Level Precipitation Nowcasting

arXiv:2609.04864v1 Announce Type: new Abstract: Accurate station-level precipitation nowcasting is critical for agriculture, water resource management, and disaster prevention,

REPORT · WHAT · ArXiv CS.AIOPEN STORY
5 Oct
Time Series Forecasting Benchmarks Need Scenario-Grounded Stress Testing

arXiv:2610.02608v1 Announce Type: new Abstract: Time series forecasting (TSF) increasingly drives decisions in transportation, energy, finance, healthcare, and infrastructure, yet

REPORT · WHAT · ArXiv CS.AIOPEN STORY
30 Sept
AdaST: Adaptive Coupling for Spatial-Temporal Forecasting

arXiv:2609.36119v1 Announce Type: new Abstract: Spatial-temporal (ST) forecasting underpins many real-world systems such as traffic, climate, and energy networks. While existing

REPORT · WHAT · ArXiv CS.AIOPEN STORY
15 Oct
WeatherBridge: Forecast-Aware Multi-Source Input Adaptation for Pretrained Weather Forecasting Models

arXiv:2610.14863v1 Announce Type: new Abstract: Data-driven weather forecasting models are commonly trained on ERA5, yet operational deployment must use timely initial states from

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26 Mar
Enhancing AI-Based Tropical Cyclone Track and Intensity Forecasting via Systematic Bias Correction

arXiv:2603.22314v1 Announce Type: cross Abstract: Tropical cyclones (TCs) pose severe threats to life, infrastructure, and economies in tropical and subtropical regions,

REPORT · HOW · ArXiv CS.AIOPEN STORY
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