Robust Transformer-Based One-Step Stock Index Forecasting via Shifted Data Augmentation

Tien Thanh Thach

Transformers have shown remarkable success in sequence modeling, yet their direct application to financial time series remains challenging due to noisy signals, short-memory dynami…