Dynamics downstream task on Iso benchmark leaderboard · SOTA2 Research

Dynamics downstream task on Iso

2.99NRMSE Rollout Step 1Tadpole-B-LoRA-64

Evaluation Results

Method	Links
Tadpole-B-LoRA-642026.05		2.99	5.54	8.54	11.85	15.47	19.38	23.5	27.88	32.36	37.14	18.47
Walrus2026.05		3	4.67	6.68	8.92	11.41	13.99	16.65	19.59	22.46	25.42	13.28
Tadpole-L-LoRA-322026.05		3.12	5.5	8.08	10.66	13.36	16.19	19.06	21.71	24.53	27.71	14.99
Tadpole-B-LoRA-322026.05		3.19	5.84	8.94	12.35	16.04	19.98	24.07	28.34	32.71	37.41	18.89
Tadpole-B-LoRA-162026.05		3.46	6.26	9.53	13.17	17.11	21.29	25.62	30.1	34.69	39.59	20.08
Tadpole-B-FPFT2026.05		3.66	6.94	10.47	14.11	17.9	21.89	26.04	30.47	35.05	40.01	20.65
Walrus2026.05		3.74	4.04	4.04	4.02	4.09	4.32	4.29	4.61	5.01	5.28	4.34
Tadpole-B-Scratch2026.05		4.19	7.98	11.92	15.87	19.89	24.06	28.31	32.8	37.43	42.53	22.5
Tadpole-S-LoRA-322026.05		4.41	7.28	10.64	14.36	18.48	22.99	27.88	33.31	39.09	45.66	22.41
Tadpole-B-LoRA-642026.05		5.35	6.82	8.07	9.4	10.62	11.8	12.98	14.21	15.08	16.22	11.05
Swin3D2026.05		5.53	9.26	11.97	14.07	15.76	17.21	18.5	19.7	20.64	21.7	15.43
AFNO2026.05		6.06	10.19	13.41	16.13	18.55	20.8	22.95	25.01	26.89	28.93	18.89
DPOT-S2026.05		6.14	8.36	10.85	13.41	16.05	18.74	21.41	24.06	26.67	29.36	17.5
Tadpole-L-LoRA-322026.05		7.56	8.72	9.6	10.74	11.79	12.85	13.77	15.21	16.05	17.32	12.36
Tadpole-B-LoRA-322026.05		7.78	9.6	10.94	12.35	13.65	14.83	15.89	16.9	17.59	18.18	13.77
Tadpole-B-FPFT2026.05		8.55	10.26	11.47	12.8	14.02	15.01	15.87	16.54	16.95	16.93	13.84
MorphNet-S2026.05		9.37	13	16.63	20.25	23.85	27.43	30.83	34.15	37.35	40.46	25.33
Tadpole-B-Scratch2026.05		9.81	12.32	13.94	15.52	16.93	18.14	19.18	20.1	20.63	20.94	16.75
Latent Dynamics2026.05		10.3	13.88	17.72	21.47	25.14	28.75	32.19	35.59	38.93	42.32	26.63
Tadpole-B-LoRA-162026.05		12.35	14.44	15.36	16.23	16.97	17.65	18.27	19.05	19.53	20.26	17.01
AFNO2026.05		25.45	23.27	24.87	27.62	30.8	33.93	36.84	38.69	41.24	42.17	32.49
Tadpole-S-LoRA-322026.05		27.27	30.25	31.07	31.48	31.7	31.88	32.14	32.61	32.65	32.91	31.4
Swin3D2026.05		30.23	37.46	40.14	41.65	42.69	43.45	44.13	45.01	45.4	46.19	41.64
DPOT-S2026.05		36.35	36.96	37.27	37.69	38.06	38.39	38.71	39.22	39.4	39.86	38.19
AViT2026.05		36.57	49.76	73.28	102.54	135.52	171.18	208.46	243.67	281.19	309.62	161.18
MorphNet-S2026.05		46.74	50.61	52.99	55.04	56.91	58.64	60.31	62.04	63.38	64.74	57.14
AViT2026.05		51.54	52.7	54.33	56.22	58.39	60.95	63.73	66.91	70.44	74.13	60.93
Latent Dynamics2026.05		61.15	63.74	65.81	67.77	69.56	71.15	72.69	74.23	75.44	76.69	69.82