Open Catalyst OC22

OC22 leaderboard for catalyst and adsorbate relaxation/energy prediction, spanning S2EF, IS2RS, and/or IS2RE task splits.

81rows
task_scoreprimary metric
2026-05-28sampled

Metadata

ID
open_catalyst_oc22
Category
Materials
Release
Unknown

Metrics

Task Primary Score, Energy MAE (lower is better), Forces MAE (lower is better), Energy and Forces within Threshold, Forces Cosine, Forces below Threshold, Average Distance within Threshold, Average Forces below Threshold, Energy within Threshold

Latest Results

Rows are imported from the official Open Catalyst static leaderboard JSON. Each result is task- and split-specific because the source publishes separate task leaderboards.

Rank Subject Task Primary Score Model Match Provenance Sampled
1 EquiformerV2 + DeNS (127M, λᴇ=4, λF=100, OC22-only, fmax=0.1) (S2EF, Average) 0.15 S2EF Average primary score — Imported 2026-05-28
2 EquiformerV2 + DeNS (127M, λᴇ=4, λF=100, OC22-only) (S2EF, Average) 0.2 S2EF Average primary score — Imported 2026-05-28
3 EquiformerV2 (122M, λᴇ=4, λF=100, OC22-only) (S2EF, Average) 0.13 S2EF Average primary score — Imported 2026-05-28
4 EquiformerV2 (122M, λᴇ=1, λF=1, OC22-only) (S2EF, Average) 0.17 S2EF Average primary score — Imported 2026-05-28
5 GemNet-OC OC22+OC20-All (S2EF, Average) 0.03 S2EF Average primary score — Imported 2026-05-28
6 GemNet-OC-L-Finetune (S2EF, Average) 0.09 S2EF Average primary score — Imported 2026-05-28
7 GemNet-OC (S2EF, Average) 0.01 S2EF Average primary score — Imported 2026-05-28
8 GemNet-dT (S2EF, Average) 0 S2EF Average primary score — Imported 2026-05-28
9 SpinConv (S2EF, Average) 0 S2EF Average primary score — Imported 2026-05-28
10 DimeNet++ (S2EF, Average) 0 S2EF Average primary score — Imported 2026-05-28
11 PaiNN (S2EF, Average) 0 S2EF Average primary score — Imported 2026-05-28
12 ForceNet (S2EF, Average) 0 S2EF Average primary score — Imported 2026-05-28
13 SchNet (S2EF, Average) 0 S2EF Average primary score — Imported 2026-05-28
1 EquiformerV2 + DeNS (127M, λᴇ=4, λF=100, OC22-only, fmax=0.1) (S2EF, ID) 0.27 S2EF ID primary score — Imported 2026-05-28
2 EquiformerV2 + DeNS (127M, λᴇ=4, λF=100, OC22-only) (S2EF, ID) 0.37 S2EF ID primary score — Imported 2026-05-28
3 EquiformerV2 (122M, λᴇ=4, λF=100, OC22-only) (S2EF, ID) 0.23 S2EF ID primary score — Imported 2026-05-28
4 EquiformerV2 (122M, λᴇ=1, λF=1, OC22-only) (S2EF, ID) 0.34 S2EF ID primary score — Imported 2026-05-28
5 GemNet-OC OC22+OC20-All (S2EF, ID) 0.07 S2EF ID primary score — Imported 2026-05-28
6 GemNet-OC-L-Finetune (S2EF, ID) 0.19 S2EF ID primary score — Imported 2026-05-28
7 GemNet-OC (S2EF, ID) 0.02 S2EF ID primary score — Imported 2026-05-28
8 GemNet-dT (S2EF, ID) 0 S2EF ID primary score — Imported 2026-05-28
9 SpinConv (S2EF, ID) 0 S2EF ID primary score — Imported 2026-05-28
10 DimeNet++ (S2EF, ID) 0 S2EF ID primary score — Imported 2026-05-28
11 PaiNN (S2EF, ID) 0 S2EF ID primary score — Imported 2026-05-28
12 ForceNet (S2EF, ID) 0 S2EF ID primary score — Imported 2026-05-28
13 SchNet (S2EF, ID) 0 S2EF ID primary score — Imported 2026-05-28
1 EquiformerV2 + DeNS (127M, λᴇ=4, λF=100, OC22-only, fmax=0.1) (S2EF, OOD) 0.03 S2EF OOD primary score — Imported 2026-05-28
2 EquiformerV2 + DeNS (127M, λᴇ=4, λF=100, OC22-only) (S2EF, OOD) 0.02 S2EF OOD primary score — Imported 2026-05-28
3 EquiformerV2 (122M, λᴇ=4, λF=100, OC22-only) (S2EF, OOD) 0.02 S2EF OOD primary score — Imported 2026-05-28
4 GemNet-OC OC22+OC20-All (S2EF, OOD) 0 S2EF OOD primary score — Imported 2026-05-28
5 EquiformerV2 (122M, λᴇ=1, λF=1, OC22-only) (S2EF, OOD) 0.01 S2EF OOD primary score — Imported 2026-05-28
6 GemNet-OC (S2EF, OOD) 0 S2EF OOD primary score — Imported 2026-05-28
7 GemNet-OC-L-Finetune (S2EF, OOD) 0 S2EF OOD primary score — Imported 2026-05-28
8 GemNet-dT (S2EF, OOD) 0 S2EF OOD primary score — Imported 2026-05-28
9 PaiNN (S2EF, OOD) 0 S2EF OOD primary score — Imported 2026-05-28
10 DimeNet++ (S2EF, OOD) 0 S2EF OOD primary score — Imported 2026-05-28
11 ForceNet (S2EF, OOD) 0 S2EF OOD primary score — Imported 2026-05-28
12 SpinConv (S2EF, OOD) 0 S2EF OOD primary score — Imported 2026-05-28
13 SchNet (S2EF, OOD) 0 S2EF OOD primary score — Imported 2026-05-28
1 EquiformerV2 + DeNS (127M, λᴇ=4, λF=100, OC22-only, fmax=0.1) (IS2RE, Average) 3.93 IS2RE Average primary score — Imported 2026-05-28
2 EquiformerV2 + DeNS (127M, λᴇ=4, λF=100, OC22-only, fmax=0.1) (IS2RE, Average) 3.99 IS2RE Average primary score — Imported 2026-05-28
3 EquiformerV2 (122M, λᴇ=1, λF=1, OC22-only) (IS2RE, Average) 3.27 IS2RE Average primary score — Imported 2026-05-28
4 EquiformerV2 (122M, λᴇ=4, λF=100, OC22-only) (IS2RE, Average) 2.31 IS2RE Average primary score — Imported 2026-05-28
5 GemNet-OC (Relaxation OC20-All+OC22) (IS2RE, Average) 2.39 IS2RE Average primary score — Imported 2026-05-28
6 GemNet-OC (Relaxation OC22-only) (IS2RE, Average) 1.71 IS2RE Average primary score — Imported 2026-05-28
7 GemNet-dT (Relaxation OC22-only) (IS2RE, Average) 1.23 IS2RE Average primary score — Imported 2026-05-28
8 Direct-only-45890-mats. (IS2RE, Average) 0.72 IS2RE Average primary score — Imported 2026-05-28
9 coGN (r=5.0, direct OC22-only) (IS2RE, Average) 1.08 IS2RE Average primary score — Imported 2026-05-28
10 coGN (k=32, direct OC22-only) (IS2RE, Average) 0.86 IS2RE Average primary score — Imported 2026-05-28
11 GemNet-dT (Direct OC22-only) (IS2RE, Average) 0.97 IS2RE Average primary score — Imported 2026-05-28
12 PaiNN (Direct OC22-only) (IS2RE, Average) 0.63 IS2RE Average primary score — Imported 2026-05-28
13 DimeNet++ (Direct OC22-only) (IS2RE, Average) 0.51 IS2RE Average primary score — Imported 2026-05-28
14 SchNet (Direct OC22-only) (IS2RE, Average) 0.74 IS2RE Average primary score — Imported 2026-05-28
1 EquiformerV2 + DeNS (127M, λᴇ=4, λF=100, OC22-only, fmax=0.1) (IS2RE, ID) 4.57 IS2RE ID primary score — Imported 2026-05-28
2 EquiformerV2 + DeNS (127M, λᴇ=4, λF=100, OC22-only, fmax=0.1) (IS2RE, ID) 4.8 IS2RE ID primary score — Imported 2026-05-28
3 EquiformerV2 (122M, λᴇ=1, λF=1, OC22-only) (IS2RE, ID) 4.15 IS2RE ID primary score — Imported 2026-05-28
4 EquiformerV2 (122M, λᴇ=4, λF=100, OC22-only) (IS2RE, ID) 2.48 IS2RE ID primary score — Imported 2026-05-28
5 GemNet-OC (Relaxation OC20-All+OC22) (IS2RE, ID) 2.63 IS2RE ID primary score — Imported 2026-05-28
6 GemNet-OC (Relaxation OC22-only) (IS2RE, ID) 2.02 IS2RE ID primary score — Imported 2026-05-28
7 coGN (r=5.0, direct OC22-only) (IS2RE, ID) 1.68 IS2RE ID primary score — Imported 2026-05-28
8 coGN (k=32, direct OC22-only) (IS2RE, ID) 1.45 IS2RE ID primary score — Imported 2026-05-28
9 GemNet-dT (Direct OC22-only) (IS2RE, ID) 1.49 IS2RE ID primary score — Imported 2026-05-28
10 Direct-only-45890-mats. (IS2RE, ID) 1.03 IS2RE ID primary score — Imported 2026-05-28
11 PaiNN (Direct OC22-only) (IS2RE, ID) 0.88 IS2RE ID primary score — Imported 2026-05-28
12 GemNet-dT (Relaxation OC22-only) (IS2RE, ID) 1.64 IS2RE ID primary score — Imported 2026-05-28
13 DimeNet++ (Direct OC22-only) (IS2RE, ID) 0.65 IS2RE ID primary score — Imported 2026-05-28
14 SchNet (Direct OC22-only) (IS2RE, ID) 1.03 IS2RE ID primary score — Imported 2026-05-28
1 EquiformerV2 + DeNS (127M, λᴇ=4, λF=100, OC22-only, fmax=0.1) (IS2RE, OOD) 3.17 IS2RE OOD primary score — Imported 2026-05-28
2 EquiformerV2 + DeNS (127M, λᴇ=4, λF=100, OC22-only, fmax=0.1) (IS2RE, OOD) 3.28 IS2RE OOD primary score — Imported 2026-05-28
3 EquiformerV2 (122M, λᴇ=4, λF=100, OC22-only) (IS2RE, OOD) 2.15 IS2RE OOD primary score — Imported 2026-05-28
4 EquiformerV2 (122M, λᴇ=1, λF=1, OC22-only) (IS2RE, OOD) 2.38 IS2RE OOD primary score — Imported 2026-05-28
5 GemNet-OC (Relaxation OC20-All+OC22) (IS2RE, OOD) 2.15 IS2RE OOD primary score — Imported 2026-05-28
6 GemNet-OC (Relaxation OC22-only) (IS2RE, OOD) 1.4 IS2RE OOD primary score — Imported 2026-05-28
7 GemNet-dT (Relaxation OC22-only) (IS2RE, OOD) 0.83 IS2RE OOD primary score — Imported 2026-05-28
8 Direct-only-45890-mats. (IS2RE, OOD) 0.42 IS2RE OOD primary score — Imported 2026-05-28
9 coGN (r=5.0, direct OC22-only) (IS2RE, OOD) 0.49 IS2RE OOD primary score — Imported 2026-05-28
10 coGN (k=32, direct OC22-only) (IS2RE, OOD) 0.26 IS2RE OOD primary score — Imported 2026-05-28
11 GemNet-dT (Direct OC22-only) (IS2RE, OOD) 0.45 IS2RE OOD primary score — Imported 2026-05-28
12 DimeNet++ (Direct OC22-only) (IS2RE, OOD) 0.38 IS2RE OOD primary score — Imported 2026-05-28
13 PaiNN (Direct OC22-only) (IS2RE, OOD) 0.38 IS2RE OOD primary score — Imported 2026-05-28
14 SchNet (Direct OC22-only) (IS2RE, OOD) 0.45 IS2RE OOD primary score — Imported 2026-05-28