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L.E. Garcia-Marrero and E. Monmasson are with the Systèmes et Applications des Technologies de l’Information et de l’Energie laboratory, Cergy-Pontoise.G. Petrone and also L.E. Garcia-Marrero are with the Dipartimento di Ingegneria dell’Informazione ed Elettrica e Matematica Applicata/DIEM, University of Salerno, 84084 Fisciano
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Forget retraining entire models for each new home – RefQuery's lightweight transfer learning approach lets you disaggregate appliance energy usage by learning only a small embedding per appliance.