ResearchBenchmarksEnergy and Force Prediction on HfO2 DPA2 (test)Energy and Force Prediction on HfO2 DPA2 (test)Follow0.3Energy RMSE (meV/atom)MatRIS-M0.220.761.31.84Mar 2, 2026Evaluation resultsMethodMethodLinksEnergy RMSE (meV/atom)Force RMSE (meV/Å)MatRIS-M2026.030.314.6eqV2non-conservative force...non-conservative force prediction=true2026.0319.1GemNet-OCnon-conservative force...non-conservative force prediction=true2026.031.216.1DPA3-L242026.031.428.9NequIP2026.031.558.8MACE2026.032.314.7