Jichao Li

From Teacher Pathways to Invariant Manifolds: Consensus Subspace Distillation for TSFMs

Time-series foundation models (TSFMs) deliver strong cross-domain generalization, but their scale makes deployment costly. Knowledge distillation is a natural compression route, yet prior TSFM distillation typically imitates teacher outputs, features, or pairwise relations, and therefore remains tig…