3 papers
stat.ME2026
Cluster-Aware Conformal Calibration for Spatio-Temporal Distributional Prediction
Gooyoung Kim, Chae Young Lim, Wen-Ting Wang +2
DeepKriging-style models, such as Spatio-Temporal DeepKriging, improve scalability through basis-function embeddings and stochastic gradient learning; however, fixed regular-grid s…
stat.ML2026
Spatial Adapter: Structured Spatial Decomposition and Closed-Form Covariance for Frozen Predictors
Wen-Ting Wang, Wei-Ying Wu, Hao-Yun Huang +1
We present the Spatial Adapter, a parameter-efficient post-hoc layer that equips any frozen first-stage predictor with a structured spatial representation of its residual field and…
stat.ME2026
DeepKriging on the global Data
Hao-Yun Huang, Wen-Ting Wang, Ping-Hsun Chiang +1
The increasing availability of large-scale global datasets has generated a demand for scalable spatial prediction methods defined on spherical domains. Classical spatial models tha…