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Ensemble weather forecast post-processing on ENS-10

0.601T2m CRPS

WeatherPEFT

Updated 1mo ago

Evaluation Results

Method
WeatherPEFT 2025.09	0.601	0.205	0.838	0.284	0.854	0.286	0.65	0.222	72.745	26.683
Full-Tuning 2025.09	0.604	0.206	0.838	0.284	0.854	0.285	0.653	0.223	73.76	27.051
WeatherPEFT 2025.09	0.618	0.211	0.844	0.286	0.86	0.287	0.657	0.224	72.701	26.665
Aurora 2025.09	0.619	0.211	0.847	0.287	0.863	0.288	0.662	0.226	80.852	29.616
SSF 2025.09	0.629	0.215	0.847	0.287	0.862	0.289	0.659	0.225	73.025	26.832
SFAS Only 2025.09	0.629	0.215	0.849	0.288	0.864	0.289	0.66	0.226	72.716	26.715
LoRA 2025.09	0.63	0.215	0.847	0.287	0.862	0.288	0.66	0.225	72.805	26.71
DoRA 2025.09	0.631	0.216	0.845	0.287	0.861	0.288	0.659	0.225	72.987	26.779
APrompt 2025.09	0.632	0.216	0.846	0.287	0.862	0.288	0.66	0.225	73.022	26.82
TADP Only 2025.09	0.632	0.216	0.848	0.288	0.863	0.289	0.659	0.226	72.715	26.731
VPT 2025.09	0.635	0.217	0.846	0.287	0.862	0.288	0.659	0.225	72.883	26.774
ClimaX 2025.09	0.636	0.217	0.854	0.29	0.87	0.292	0.669	0.229	72.916	26.751
LoRA 2025.09	0.637	0.218	0.849	0.288	0.865	0.289	0.661	0.226	72.798	26.719
DoRA 2025.09	0.638	0.218	0.847	0.287	0.864	0.289	0.66	0.225	72.827	26.735
AdaptFormer 2025.09	0.638	0.218	0.86	0.293	0.874	0.293	0.662	0.226	73.114	26.815
Bias-Tuning 2025.09	0.644	0.22	0.849	0.288	0.865	0.29	0.661	0.226	73.009	26.827
ViT 2025.09	0.646	0.221	0.856	0.291	0.872	0.292	0.672	0.229	73.503	26.956
AdaptFormer 2025.09	0.647	0.221	0.862	0.294	0.878	0.295	0.666	0.227	73.312	26.869
Linear-Probing 2025.09	0.649	0.222	0.85	0.288	0.866	0.29	0.662	0.226	73.151	26.847
U-Net 2025.09	0.661	0.226	0.859	0.292	0.872	0.292	0.672	0.23	74.158	27.26
FourCastNet 2025.09	0.679	0.231	0.859	0.291	0.872	0.292	0.687	0.234	74.552	27.342
ResNet 2025.09	0.682	0.232	0.865	0.294	0.88	0.295	0.689	0.235	75.562	27.75
RAW 2025.09	0.732	0.25	0.889	0.304	0.899	0.304	0.719	0.246	78.222	28.766