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EV charging demand forecasting on Palo Alto (test)

416MSE

HyperCast

Updated 1mo ago

Evaluation Results

Method	Links
HyperCast 2025.11		416	14.8	0.8
HyperCast 2025.11		416	15	0.79
HyperCast 2025.11		808	21.3	0.89
HyperCast 2025.11		830	21.8	0.9
HyperGCN-Demd 2025.11		924	23.2	0.77
HyperGCN-Dist 2025.11		990	19.5	0.82
HyperGCN-Demd 2025.11		997	22.6	0.78
HyperGCN-Dist 2025.11		1,075	20.2	0.82
ASTGCN 2025.11		1,330	27.2	0.66
NBEATS 2025.11		1,358	27.4	0.65
TCN 2025.11		1,400	27.3	0.54
GWN 2025.11		1,401	28.1	0.64
GWN 2025.11		1,404	28.2	0.65
FEDformer 2025.11		1,410	27.7	0.64
NBEATS 2025.11		1,438	28.1	0.63
GRU 2025.11		1,446	28.1	0.52
FEDformer 2025.11		1,451	28	0.62
Autoformer 2025.11		1,469	28.3	0.62
TCN 2025.11		1,484	28	0.52
ASTGCN 2025.11		1,488	28.3	0.62
GRU 2025.11		1,497	28.7	0.54
T-GCN 2025.11		1,498	29.4	0.63
LSTM 2025.11		1,499	28.6	0.52
LSTM 2025.11		1,516	28.9	0.54
Autoformer 2025.11		1,540	29.2	0.61
T-GCN 2025.11		1,540	29.2	0.61
NHITS 2025.11		1,556	29.5	0.6
GCN 2025.11		1,593	29.8	0.59
GAT 2025.11		1,616	30.1	0.58
GCN 2025.11		1,619	30.1	0.58
GAT 2025.11		1,755	34	0.55
NHITS 2025.11		1,771	31.3	0.54
DLinear 2025.11		3,312	42.4	0.15
Informer 2025.11		4,318	48.7	-0.1
DLinear 2025.11		4,318	48.7	-0.1
Informer 2025.11		12,508	92.7	-2.2
DeepAR 2025.11		13,416	97.5	-2.43
DeepAR 2025.11		13,520	98	-2.46