/tools/mlip-arena
mlip-arena
atomind-ai/mlip-arena
summary
MLIP Arena is a benchmark platform designed to evaluate machine learning interatomic potentials (MLIPs) beyond conventional error metrics. It aims to improve the predictive accuracy and efficiency of molecular modeling by assessing the physical soundness of MLIPs in real-world scenarios.
description
🌟 [NeurIPS '25 Spotlight] Fair and transparent benchmark of machine learning interatomic potentials (MLIPs), beyond basic error metrics https://openreview.net/forum?id=SAT0KPA5UO
topics
interatomic-potentialsmachine-learningquantum-chemistrybenchmark-frameworkmaterialsmolecules
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