MLAFormer: Multi-scale transformer with local convolutional auto-correlation and pre-training for time series forecasting.

@article{jin-2026-mlaformer, author = {Ying Jin and Ming Gao and Jiafu Tang and Weiguo Fan and Yanwu Yang and Jingmin An}, title = {{MLAFormer: Multi-scale transformer with local convolutional auto-correlation and pre-training for time series forecasting}}, journal = {Information Processing and Management}, volume = {63}, number = {6}, pages = {104741}, year = {2026}, url = {https://doi.org/10.1016/J.IPM.2026.104741}, doi = {https://doi.org/10.1016/J.IPM.2026.104741} }