One Patch, Three Roles: What Is Actually Coupled in Autoregressive Time-Series Forecasting?
The main finding is that a frozen parent's recursive trajectory is easier to fit than the observed future with lightweight parallel exits, and a correctable residual projection along a train-selected periodic history direction is found.