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ResearchFormerly WizWand

Electricity consumption prediction

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

0.001MSE

27

Jun 5, 2026

PG&E dataset 50 users

12.5NRMSD

27

Jun 5, 2026

PG&E dataset 50 users (test)

20.3MAPE

27

Jun 5, 2026

Florida (FL) electricity consumption data 2018 (test)

45.72MAE

14

Feb 26, 2026

Electricity consumption 150 individual users

19.5Mean MAPE

6

Jun 5, 2026

FirstEnergy (test)

CNN-LSTM with PID

143,488AIC

2

Feb 26, 2026

CNN-LSTM with PID

188,848AIC

2

Feb 26, 2026