GITCO: Gated Inference-Time Context Optimization in TSFMs

Manya Pandey, Dhruv Kumar, Murari Mandal +1

Patch-based Time Series Foundation Models (TSFMs) suffer from context poisoning: structurally anomalous patches capture disproportionate attention and silently degrade zero-shot fo…