Fig. 7: Relative performance computed as the ratio of the MAE difference between the best descriptor-based model and the best neural networks to the MAE of the best neural networks in the AI regression benchmarks.
From: JARVIS-Leaderboard: a large scale benchmark of materials design methods
The benchmark name and the corresponding best performing neural network are indicated in the left and right y axis, respectively. For all the considered AI benchmarks, the best descriptor-based model is the tree-based model using Magpie185 and Voronoi-tessellation201 features. As a disclaimer, these plots are a current snapshot of the leaderboard, and it is possible that new and more accurate models will be developed in the future.
