2026
TRACE: A Generalizable Drift Detector for Streaming Data-Driven Optimization
AAAI 2026technical
Many optimization tasks involve streaming data with unknown concept drifts, posing a significant challenge as Streaming Data-Driven Optimization (SDDO). Existing methods, while leveraging surrogate model approximation and historical knowledge transfer, are often under restrictive assumptions such as