📊 Showing 5 results | 📏 Metric: Standardized MAE
| Rank | Model | Paper | Standardized MAE | Date | Code |
|---|---|---|---|---|---|
| 1 | SEGNN | Geometric and Physical Quantities Improve E(3) Equivariant Message Passing | -5.27 | 2021-10-06 | 📦 robdhess/steerable-e3-gnn 📦 gerkone/segnn-jax |
| 2 | EGNN | E(n) Equivariant Graph Neural Networks | -5.43 | 2021-02-19 | 📦 vgsatorras/egnn 📦 lucidrains/egnn-pytorch 📦 gerkone/egnn-jax 📦 stdereka/egnn 📦 oumarkaba/channels_egnn |
| 3 | Equiformer | Equiformer: Equivariant Graph Attention Transformer for 3D Atomistic Graphs | -5.82 | 2022-06-23 | 📦 atomicarchitects/equiformer_v2 📦 lucidrains/equiformer-pytorch 📦 atomicarchitects/equiformer 📦 atomicarchitects/dens |
| 4 | EquiformerV2 | EquiformerV2: Improved Equivariant Transformer for Scaling to Higher-Degree Representations | -5.87 | 2023-06-21 | 📦 atomicarchitects/equiformer_v2 📦 atomicarchitects/dens |
| 5 | TorchMD-NET | TorchMD-NET: Equivariant Transformers for Neural Network based Molecular Potentials | -5.90 | 2022-02-05 | 📦 torchmd/torchmd-net |