Training on the Future: A Delay-Aware Audit of Test-Time Adaptation for Time-Series Forecasting
The audit reveals that closed-form correctors perform well under causal, delay-aware evaluation but require recalibration of evaluation practices. While some methods show gains, others perform worse than frozen models at minimum causal delays. The study emphasizes the need to use specific delay settings and include certain baselines in performance reporting.