Ensemble weather forecast post-processing on ENS-10

0.601T2m CRPSWeatherPEFT

Evaluation Results

Method
WeatherPEFT2025.09	0.601	0.205	0.838	0.284	0.854	0.286	0.65	0.222	72.745	26.683
Full-Tuning2025.09	0.604	0.206	0.838	0.284	0.854	0.285	0.653	0.223	73.76	27.051
WeatherPEFT2025.09	0.618	0.211	0.844	0.286	0.86	0.287	0.657	0.224	72.701	26.665
Aurora2025.09	0.619	0.211	0.847	0.287	0.863	0.288	0.662	0.226	80.852	29.616
SSF2025.09	0.629	0.215	0.847	0.287	0.862	0.289	0.659	0.225	73.025	26.832
SFAS Only2025.09	0.629	0.215	0.849	0.288	0.864	0.289	0.66	0.226	72.716	26.715
LoRA2025.09	0.63	0.215	0.847	0.287	0.862	0.288	0.66	0.225	72.805	26.71
DoRA2025.09	0.631	0.216	0.845	0.287	0.861	0.288	0.659	0.225	72.987	26.779
APrompt2025.09	0.632	0.216	0.846	0.287	0.862	0.288	0.66	0.225	73.022	26.82
TADP Only2025.09	0.632	0.216	0.848	0.288	0.863	0.289	0.659	0.226	72.715	26.731
VPT2025.09	0.635	0.217	0.846	0.287	0.862	0.288	0.659	0.225	72.883	26.774
ClimaX2025.09	0.636	0.217	0.854	0.29	0.87	0.292	0.669	0.229	72.916	26.751
LoRA2025.09	0.637	0.218	0.849	0.288	0.865	0.289	0.661	0.226	72.798	26.719
DoRA2025.09	0.638	0.218	0.847	0.287	0.864	0.289	0.66	0.225	72.827	26.735
AdaptFormer2025.09	0.638	0.218	0.86	0.293	0.874	0.293	0.662	0.226	73.114	26.815
Bias-Tuning2025.09	0.644	0.22	0.849	0.288	0.865	0.29	0.661	0.226	73.009	26.827
ViT2025.09	0.646	0.221	0.856	0.291	0.872	0.292	0.672	0.229	73.503	26.956
AdaptFormer2025.09	0.647	0.221	0.862	0.294	0.878	0.295	0.666	0.227	73.312	26.869
Linear-Probing2025.09	0.649	0.222	0.85	0.288	0.866	0.29	0.662	0.226	73.151	26.847
U-Net2025.09	0.661	0.226	0.859	0.292	0.872	0.292	0.672	0.23	74.158	27.26
FourCastNet2025.09	0.679	0.231	0.859	0.291	0.872	0.292	0.687	0.234	74.552	27.342
ResNet2025.09	0.682	0.232	0.865	0.294	0.88	0.295	0.689	0.235	75.562	27.75
RAW2025.09	0.732	0.25	0.889	0.304	0.899	0.304	0.719	0.246	78.222	28.766