SAITS

Reported on 4 benchmarks across 2 tasks · 1 paper · 4 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Time Series2 results

ImputationonElectricity
MAE (100 steps, 10% data missing)· 2022-02-17
0.735
SOTA
SAITS: Self-Attention-based Imputation for Time Series arXiv:2202.08516
ImputationonPhysioNet Challenge 2012
MAE (10% of data as GT)· 2022-02-17
0.186
SOTA
SAITS: Self-Attention-based Imputation for Time Series arXiv:2202.08516

Methodology2 results

Feature EngineeringonElectricity
MAE (100 steps, 10% data missing)· 2022-02-17
0.735
SOTA
SAITS: Self-Attention-based Imputation for Time Series arXiv:2202.08516
Feature EngineeringonPhysioNet Challenge 2012
MAE (10% of data as GT)· 2022-02-17
0.186
SOTA
SAITS: Self-Attention-based Imputation for Time Series arXiv:2202.08516