Single-cell perturbation prediction on Norman (Holdout Single) benchmark leaderboard · SOTA2 Research

Single-cell perturbation prediction on Norman (Holdout Single)

0.0197MAEPerturbCellRL

Evaluation Results

Method	Links
PerturbCellRL2026.06		0.0197	0.8435	0.7047	0.1602	0.7323	0.8995	0.0507	0.5189
scDFM2026.06		0.0203	0.8365	0.6849	0.1564	0.7183	0.8919	0.0581	0.5641
CellFlow2026.06		0.0219	0.7547	0.4589	0.0664	0.5425	0.5647	0.0528	1.4355
Additive2026.06		0.0228	0.6966	0.8584	—	0.9024	0.9686	0.2083	4.5242
scDFM2026.06		0.0232	0.9016	0.8333	—	0.882	0.9741	0.0459	0.5561
PerturbCellRL2026.06		0.0238	0.9019	0.8512	—	0.8942	0.9682	0.0407	0.5507
Control2026.06		0.0247	—	0.2657	0	—	0.5217	0.2611	4.6794
CellFlow2026.06		0.0303	0.8125	0.4618	—	0.7168	0.5674	0.1304	2.0537
STATE2026.06		0.034	0.2969	-0.0116	0.1025	0.364	0.5194	0.0892	1.1569
CPA2026.06		0.0377	0.4082	0.3154	0.0488	0.3336	0.5616	0.2673	4.0323
Control2026.06		0.0384	—	-0.1285	—	—	0.5135	0.3237	5.9914
GEARS2026.06		0.04	0.7824	0.5755	—	0.7081	0.8482	0.2582	5.108
STATE2026.06		0.0408	0.1806	0.0926	—	0.4668	0.5267	0.1026	1.535
CPA2026.06		0.0437	0.3844	0.4	—	0.5825	0.6339	0.277	4.7087
GEARS2026.06		0.0466	0.7356	0.6356	0.1002	0.6646	0.8271	0.0979	4.2827