Garden's Almanac of Matter Models

Models

All 20 catalogued models, most recent first. Click any name for the detail page.

Name Family Params Year
AllScAIP Attention / Graph-Transformer 2026
MACE-POLAR-1 Atomic Cluster Expansion 2026
eSEN Equivariant Models 6.3M–50.7M 2025
Orb-v3 Vanilla / Direct-Prediction 25.5M 2025
UMA Equivariant Models 150M–1.4B 2025
MACE-MP-0 Atomic Cluster Expansion 3.8M–5.7M 2024
MatterSim Message-Passing Neural Networks 1M–5M 2024
Orb-v2 Vanilla / Direct-Prediction 25M 2024
CHGNet Message-Passing Neural Networks 0.4M 2023
EquiformerV2 Equivariant Models 31M–153M 2023
eSCN Equivariant Models 200M 2023
MACE-OFF23 Atomic Cluster Expansion 4.7M 2023
TensorNet Equivariant Models 0.8M 2023
GemNet Message-Passing Neural Networks 32M–168M 2022
SCN Equivariant Models 168M 2022
TorchMD-Net Equivariant Models 2022
PaiNN Equivariant Models 20.1M 2021
ANI Vanilla / Direct-Prediction 2020
DimeNet++ Message-Passing Neural Networks 1.8M 2020
SchNet Message-Passing Neural Networks 9.1M 2018

Embedding similarity map

Proximity encodes representational similarity (CKNNA, k = 25); the axes themselves carry no independent meaning.

Reference dataset
MACE ORB UMA ESEN EQV2 MACE MP Large Equivariant MACE MP Large MACE MP Medium Equivariant MACE MP Medium MACE MP Small mace_mp0_small_invariant Orb V3 MPA Conservative 20 Orb V3 OMat Conservative 20 Orb V3 MPA Conservative Inf Orb V3 OMat Conservative Inf Orb V3 MPA Direct 20 Orb V3 OMat Direct 20 Orb V3 MPA Direct Inf Orb V3 OMat Direct Inf Orb V2 UMA Medium UMA Small ESEN MP ESEN OMPA ESEN OMat EqV2 OMat Large EqV2 OMPA Large EqV2 MP Small EqV2 OMat Small EqV2 OMPA Small EqV2 OMat Medium EqV2 OMPA Medium EqV2 Dens MP Large EqV2 Dens MP Small EqV2 Dens MP Medium
Layout: umap (n_neighbors=10, min_dist=0.25, metric=precomputed, seed=0) on the cknna distance (1 - sim) at k=25 across 30 foundation models. Marker area scales with parameter count; hollow markers indicate a dens, direct, or invariant variant. Italic labels link to a catalogued model page. 30 models · 5 families
MACE ORB UMA ESEN EQV2 MACE MP Large Equivariant MACE MP Large MACE MP Medium Equivariant MACE MP Medium MACE MP Small mace_mp0_small_invariant Orb V3 MPA Conservative 20 Orb V3 OMat Conservative 20 Orb V3 MPA Conservative Inf Orb V3 OMat Conservative Inf Orb V3 MPA Direct 20 Orb V3 OMat Direct 20 Orb V3 MPA Direct Inf Orb V3 OMat Direct Inf Orb V2 UMA Medium UMA Small ESEN MP ESEN OMPA ESEN OMat EqV2 OMat Large EqV2 OMPA Large EqV2 MP Small EqV2 OMat Small EqV2 OMPA Small EqV2 OMat Medium EqV2 OMPA Medium EqV2 Dens MP Large EqV2 Dens MP Small EqV2 Dens MP Medium
Layout: umap (n_neighbors=10, min_dist=0.25, metric=precomputed, seed=0) on the cknna distance (1 - sim) at k=25 across 30 foundation models. Marker area scales with parameter count; hollow markers indicate a dens, direct, or invariant variant. Italic labels link to a catalogued model page. 30 models · 5 families
MACE ORB UMA ESEN EQV2 MACE MP Large Equivariant MACE MP Large MACE MP Medium Equivariant MACE MP Medium MACE MP Small MACE OFF23 Large MACE OFF23 Medium MACE OFF23 Small Orb V3 MPA Conservative 20 Orb V3 OMat Conservative 20 Orb V3 MPA Conservative Inf Orb V3 OMat Conservative Inf Orb V3 MPA Direct 20 Orb V3 OMat Direct 20 Orb V3 MPA Direct Inf Orb V3 OMat Direct Inf Orb V2 PET-MAD UMA Medium UMA Small ESEN MP ESEN OMPA ESEN OMat EqV2 OMat Large EqV2 OMPA Large EqV2 MP Small EqV2 OMat Small EqV2 OMPA Small EqV2 OMat Medium EqV2 OMPA Medium EqV2 Dens MP Large EqV2 Dens MP Small EqV2 Dens MP Medium
Layout: umap (n_neighbors=10, min_dist=0.25, metric=precomputed, seed=0) on the cknna distance (1 - sim) at k=25 across 33 foundation models. Marker area scales with parameter count; hollow markers indicate a dens, direct, or invariant variant. Italic labels link to a catalogued model page. 33 models · 6 families
MACE ORB UMA ESEN EQV2 MACE MP Large Equivariant MACE MP Large MACE MP Medium Equivariant MACE MP Medium MACE MP Small Orb V3 MPA Conservative 20 Orb V3 OMat Conservative 20 Orb V3 MPA Conservative Inf Orb V3 OMat Conservative Inf Orb V3 MPA Direct 20 Orb V3 OMat Direct 20 Orb V3 MPA Direct Inf Orb V3 OMat Direct Inf Orb V2 UMA Medium UMA Small ESEN MP ESEN OMPA ESEN OMat EqV2 OMat Large EqV2 OMPA Large EqV2 MP Small EqV2 OMat Small EqV2 OMPA Small EqV2 OMat Medium EqV2 OMPA Medium EqV2 Dens MP Large EqV2 Dens MP Small EqV2 Dens MP Medium
Layout: umap (n_neighbors=10, min_dist=0.25, metric=precomputed, seed=0) on the cknna distance (1 - sim) at k=25 across 29 foundation models. Marker area scales with parameter count; hollow markers indicate a dens, direct, or invariant variant. Italic labels link to a catalogued model page. 29 models · 5 families