1 code implementation • 9 May 2024 • Zineb Senane, Lele Cao, Valentin Leonhard Buchner, Yusuke Tashiro, Lei You, Pawel Herman, Mats Nordahl, Ruibo Tu, Vilhelm von Ehrenheim
Time Series Representation Learning (TSRL) focuses on generating informative representations for various Time Series (TS) modeling tasks.
no code implementations • 23 Jan 2024 • Lei You, Lele Cao, Mattias Nilsson, Bo Zhao, Lei Lei
This paper extends the concept of CE to a distributional context, broadening the scope from individual data points to entire input and output distributions, named distributional counterfactual explanation (DCE).
1 code implementation • 7 Oct 2023 • Lei You, Hei Victor Cheng
This study addresses the challenge of inaccurate gradients in computing the empirical Fisher Information Matrix during neural network pruning.
1 code implementation • 15 Nov 2022 • Lei You
Specifically, with the possibility of power policy shifting in the hidden network, computing an iterating direction based only on the observed interference inherently implies that counterfactual is ignored in decision making.
no code implementations • 26 Oct 2021 • Lei You, Hui Ma, Tapan Kumar Saha, Gang Liu
This paper proposes a distributionally robust optimal power flow (OPF) model for transmission grids with wind power generation.