2 papers
stat.ML2026
State-Matched Sequence Conformal Prediction
Ruihang Han, Li-Hsiang Lin
Sequential conformal prediction needs to decide which past errors should calibrate uncertainty for the current target. Recency and online error feedback are useful when recent obse…
stat.ME2026
Similarity-Based Prediction for Digital Twins: Panel Data, Theory, and Applications
Ruihang Han, Li-Hsiang Lin
Prediction from sequential panel data is central to digital-twin modeling, where new panels arrive over time and the predictive system is updated sequentially. Existing methods oft…