Does Training on Future Data Pay? Look-Ahead Bias in Forecasting with Pretrained Models

Haiqiang Chen, Li Chen, Yunlong Chen +2

We examine whether post-origin training information inflates the measured accuracy and economic value of financial forecasts. We evaluate five sets of financial time-series foundat…