Share your thoughts, 1 month free Claude Pro on usSee more

Interatomic Potential Prediction on LAM

1.1Al∪Mg∪Cu Energy MAE

Ours

Updated 1mo ago

Evaluation Results

Method	Links
Ours 2026.06		1.1	5.29	93.9	0.49	3.11	94.23	1.56	20.08	93.86	0.24	7.58	94.41	1.58	30.82	93.89	0.78	18.37	93.96	1.93	52.86	93.83	0.78	5.88	94.39	2.67	72.39	93.76
ELoRA 2026.06		1.17	5.22	-	0.35	2.76	-	1.6	20.94	-	0.22	6.91	-	1.62	33.02	-	0.88	19.66	-	2.27	54.54	-	0.91	5.65	-	3.02	69.92	-
Full 2026.06		1.33	5.19	-	0.67	2.81	-	1.55	20.83	-	0.21	6.4	-	1.77	33.02	-	1.16	19	-	3.1	51.98	-	1.29	5.51	-	2.38	76.05	-
Full fine-tuning 2026.06		1.33	5.59	-	0.66	3.96	-	32.74	25.82	-	0.29	8.13	-	2.57	39.24	-	1.45	23.15	-	2.94	66	-	3.64	14.03	-	11.67	84.25	-
ELoRA 2026.06		1.63	6.82	-	0.79	5.29	-	9.33	32.46	-	0.41	10.85	-	3.5	43.65	-	2.65	31.25	-	4.33	89.26	-	1.89	10.39	-	4.98	69.41	-
sparse equivariant fine-tuning 2026.06		1.83	6.1	97.61	0.65	4.32	97.57	2.18	23.92	97.46	0.33	8.92	96.77	2.59	39.01	97.23	1.67	25.38	97.6	3.18	71.71	97.44	1.26	8.55	97.38	3.67	62.31	97.47
sparse equivariant fine-tuning 2026.06		2.23	6.63	99.62	0.71	4.8	99.58	2.49	25.39	99.42	0.32	9.78	99.33	3.28	41.03	99.45	3.16	29.26	99.65	4.03	79.01	99.45	1.4	9.24	99.41	4.84	67.71	99.48