no code implementations • 9 Aug 2023 • Shengsheng Lin, Weiwei Lin, Wentai Wu, SongBo Wang, Yongxiang Wang
Recently, the superiority of Transformer for long-term time series forecasting (LTSF) tasks has been challenged, particularly since recent work has shown that simple models can outperform numerous Transformer-based approaches.
no code implementations • 12 Feb 2023 • Julien Claisse, Giovanni Conforti, Zhenjie Ren, SongBo Wang
In this paper by adding the Fisher Information as the regularizer, we relate the regularized mean field optimization problem to a so-called mean field Schrodinger dynamics.
no code implementations • 6 Dec 2022 • Fan Chen, Zhenjie Ren, SongBo Wang
We study the mean field Langevin dynamics and the associated particle system.