example classes of perturbations: additive adversarial attack and time shift with new noisy observations, and demonstrate how the transformations TX and TY ...

This is the public repo for the paper "Robust Probabilistic Time Series Forecasting" (AISTATS '22). ... An example command line input. python train.py --dataset ...

In this work, we propose a framework for robust probabilistic time series forecasting. ... example, determining how. many units of each item to purchase and where ...

Feb 24, 2022 · Before formally providing the detailed concept of robustness (in Section 3.2), we first walk through two example classes of perturbations: ...

Missing: probabilistic | Show results with:probabilistic

For example, Diverse DPP MSE [65] improves diversity (Hdiversity(DILATE) = 59.6 vs. 85.4) but looses in quality (Hquality(DILATE) = 56.6 vs. 48.8). In contrast, ...

Abstract · DEEP NON-LINEAR STATE... · EXPERIMENTS

For example, PEMBU's forecasts have better distri- butional consistency error (DCE) for weakly consistent datasets. However, they perform much worse in both ...

Missing: Robust | Show results with:Robust

For example, in sales data, ordinary information such as day-of-the-week and season is accessible, but latent features such as sales trend and promotion for ...