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Benchmarks
Interatomic Force Field Training on LiPS Li3P + Li2S
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13.42
Total Training Time (s)
Closed Form
-116.8292
762.3529
1,641.535
2,520.7171
Jun 2, 2026
Total Training Time (s)
Speedup Factor
Updated 1mo ago
Evaluation Results
Method
Method
Links
Total Training Time (s)
Speedup Factor
Closed Form
Architecture=M3GNet
2026.06
13.42
-
Closed Form
Architecture=Orb
2026.06
19.38
-
Targeted Fine Tune
Architecture=Orb
2026.06
464.04
-
GFFMERGE
Architecture=Orb
2026.06
483.42
5.12
GFFMerge
Architecture=Orb
2026.06
483.42
5.12
Targeted Fine Tune
Architecture=M3GNet
2026.06
579.7
-
GFFMERGE
Architecture=M3GNet
2026.06
593.12
5.51
GFFMerge
Architecture=M3GNet
2026.06
593.12
5.51
Joint Fine-Tuning
Architecture=Orb
2026.06
2,476.8
-
Joint FT
Architecture=Orb
2026.06
2,476.8
-
Joint Fine-Tuning
Architecture=M3GNet
2026.06
3,269.65
-
Joint FT
Architecture=M3GNet
2026.06
3,269.65
-
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