GITCO: Gated Inference-Time Context Optimization in TSFMs

This paper introduces GITCO, a lightweight framework for Gated Inference-Time Context Optimization that enhances the accuracy of patch-based Time Series Foundation Models (TSFMs). It selectively identifies and suppresses harmful patches without model weight updates, achieving a +1.95% MASE reduction on TimesFM 2.5 across 53 datasets.