Energy and Force Prediction on Zeolite (test)
3Energy MAE (meV)MatRIS-M
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MatRIS-MType=BCTopt2026.03 | 3 | 4.9 | |
| MatRIS-MType=ABWopt2026.03 | 3.4 | 6.8 | |
| MatRIS-MType=EDIopt2026.03 | 3.6 | 6.2 | |
| MatRIS-MType=JBWopt2026.03 | 4 | 5.9 | |
| MatRIS-MType=SODopt2026.03 | 4.4 | 5.7 | |
| MatRIS-MType=GISopt2026.03 | 6.2 | 5.8 | |
| AlphaNetType=BCTopt2026.03 | 6.8 | 12 | |
| DPA3-L24Type=BCTopt2026.03 | 6.8 | 12 | |
| MatRIS-MType=THOopt2026.03 | 7.5 | 8 | |
| MatRIS-MType=NATopt2026.03 | 8 | 7.4 | |
| AlphaNetType=EDIopt2026.03 | 8.7 | 13.5 | |
| MatRIS-MType=PARopt2026.03 | 9.5 | 6.8 | |
| AlphaNetType=SODopt2026.03 | 9.5 | 12 | |
| DPA3-L24Type=JBWopt2026.03 | 9.7 | 12.4 | |
| AlphaNetType=JBWopt2026.03 | 10 | 13 | |
| MatRIS-MType=CANopt2026.03 | 10.2 | 6.5 | |
| DPA3-L24Type=EDIopt2026.03 | 10.8 | 15.1 | |
| AlphaNetType=GISopt2026.03 | 11 | 11 | |
| DPA3-L24Type=SODopt2026.03 | 11 | 13.4 | |
| AlphaNetType=ABWopt2026.03 | 12 | 19 | |
| DPA3-L24Type=GISopt2026.03 | 12.1 | 11.8 | |
| DPA3-L24Type=LTJopt2026.03 | 13.4 | 11.2 | |
| DPA3-L24Type=ABWopt2026.03 | 13.7 | 19.1 | |
| MatRIS-MType=LTJopt2026.03 | 14.4 | 6.7 | |
| AlphaNetType=LTJopt2026.03 | 15 | 11 | |
| MatRIS-MType=PHIopt2026.03 | 15.9 | 7.5 | |
| AlphaNetType=NATopt2026.03 | 16 | 15 | |
| AlphaNetType=THOopt2026.03 | 17 | 15 | |
| DPA3-L24Type=NATopt2026.03 | 17.2 | 15.6 | |
| DPA3-L24Type=CANopt2026.03 | 17.3 | 15.1 | |
| MatRIS-MType=LOSopt2026.03 | 17.9 | 6.5 | |
| AlphaNetType=CANopt2026.03 | 18 | 15 | |
| AlphaNetType=PARopt2026.03 | 18 | 24 | |
| AlphaNetType=LTAopt2026.03 | 19 | 12 | |
| DPA3-L24Type=PHIopt2026.03 | 19.6 | 14.4 | |
| AlphaNetType=PHIopt2026.03 | 20 | 14 | |
| DPA3-L24Type=THOopt2026.03 | 20.2 | 16.9 | |
| MatRIS-MType=LTAopt2026.03 | 20.5 | 7 | |
| AlphaNetType=LOSopt2026.03 | 21 | 12 | |
| DPA3-L24Type=LOSopt2026.03 | 21 | 13.1 | |
| DPA3-L24Type=LTAopt2026.03 | 21.3 | 13.5 | |
| DPA3-L24Type=PARopt2026.03 | 21.4 | 24.2 | |
| DPA3-L24Type=BPHopt2026.03 | 28.6 | 16.5 | |
| AlphaNetType=BPHopt2026.03 | 29 | 16 | |
| MatRIS-MType=FERopt2026.03 | 30.6 | 11.9 | |
| MatRIS-MType=BPHopt2026.03 | 39.2 | 8.3 | |
| Deep PotType=EDIopt2026.03 | 40 | 50 | |
| DPA3-L24Type=FERopt2026.03 | 41.6 | 25.4 | |
| AlphaNetType=FERopt2026.03 | 43 | 28 | |
| Deep PotType=GISopt2026.03 | 60 | 50 | |
| Deep PotType=PHIopt2026.03 | 60 | 120 | |
| Deep PotType=LTJopt2026.03 | 70 | 110 | |
| Deep PotType=ABWopt2026.03 | 90 | 90 | |
| Deep PotType=PARopt2026.03 | 90 | 70 | |
| Deep PotType=BCTopt2026.03 | 110 | 50 | |
| Deep PotType=LOSopt2026.03 | 110 | 70 | |
| Deep PotType=CANopt2026.03 | 150 | 90 | |
| Deep PotType=JBWopt2026.03 | 150 | 70 | |
| Deep PotType=LTAopt2026.03 | 150 | 64 | |
| Deep PotType=THOopt2026.03 | 160 | 60 | |
| Deep PotType=SODopt2026.03 | 200 | 110 | |
| Deep PotType=BPHopt2026.03 | 210 | 60 | |
| Deep PotType=NATopt2026.03 | 210 | 110 | |
| Deep PotType=FERopt2026.03 | 290 | 130 |