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cs.LG2026
UC-Search: Risk-Aware Test-Time Search for Delayed Constrained Time-Series Control
Xibai Wang
Time-series deployments often need delayed feasible decisions, not only accurate forecasts. UC-Search is a trace-only retained-search layer for delayed constrained control: a froze…
cs.LG2026
Adapt Only When It Pays: Budgeted Decision-Loss Priority for Delayed Online Time-Series Adaptation
Xibai Wang
Online time-series forecasters receive labels only after horizon-dependent delays, while every adaptation step spends limited compute. We study when an online learner should update…