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cs.LG2026
STCFormer: Adaptive Spatio-Temporal Modeling with Dynamic Cluster Transformer for Station-based Weather Forecasting
Rongwen Li, Haixin Xie, Mingyang Wang +5
Station-based weather forecasting supports daily life and economic activity, yet accurate forecasts require modeling complex spatial dependencies among stations. Recent clustering-…
cs.LG2026
MWeather: A Benchmark for Joint Multi-Station and Multi-Variable Weather Forecasting
Rongwen Li, Xiao Wang, Mingyang Wang +4
Station weather forecasting is fundamentally shaped by both complex spatial dependencies across stations and strong physical coupling among weather variables. However, existing stu…
cs.LG2026
GLAIM: Learning Global and Local Adaptive Inter-Variable Dependency for Multivariate Time Series Imputation
Mingyang Wang, Rongwen Li, Xiao Wang +1
Multivariate time series imputation is fundamental to downstream analysis, yet modeling inter-variable dependencies with incomplete observations remains challenging. Existing metho…