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PETformer: Long-term Time Series Forecasting via Placeholder-enhanced Transformer
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.
Mean Field Optimization Problem Regularized by Fisher Information
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.
Uniform-in-time propagation of chaos for mean field Langevin dynamics
We study the mean field Langevin dynamics and the associated particle system.
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