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Perturbation prediction on Tahoe100M

0.806DEOverSCALE
0.158080.326290.49450.66271Feb 23, 2026Feb 26, 2026Mar 2, 2026Mar 6, 2026Mar 10, 2026Mar 14, 2026Mar 18, 2026

Evaluation results

MethodLinks
SCALEimplementation=reproduced, protocol=Few-shot2026.030.806—0.765—0.9490.876——0.9530.00020.006———
STATEimplementation=reproduced, protocol=Few-shot2026.030.728—0.698—0.9180.851——0.850.00060.036———
PerturbDifftraining_protocol=Finetuned2026.020.580.8930.5980.4780.6410.69161.865.80.6480.0010.0170.7840.8830.903
PerturbDifftraining_protocol=Scratch2026.020.5220.9630.5720.5310.7340.44558.462.10.6860.00060.0120.970.9780.975
PerturbDiffprotocol=Few-shot2026.030.522—0.572—0.7340.445——0.6860.00060.012———
Linear2026.020.5050.9930.5760.3820.760.51460.563.20.7230.00040.0090.8870.8810.912
Linearprotocol=Few-shot2026.030.505—0.576—0.760.514——0.7230.00040.009———
Mean Variantaggregation_level=per Cell Type2026.020.5040.9760.5080.0230.6880.57850.850.80.4610.00070.010.6820.6940.76
Mean Variant (per Cell Type)protocol=Few-shot2026.030.504—0.508—0.6880.578——0.4610.00070.01———
CPA2026.020.5020.9460.5040.190.710.46650.5500.4250.00090.0110.6540.5930.585
CPAprotocol=Few-shot2026.030.502—0.504—0.710.466——0.4250.00090.011———
STATE2026.020.4990.8070.5220.3010.6650.6445250.60.5350.00210.0210.7890.8460.854
Mean2026.020.430.7030.5040.350.5950.2850.650.20.2050.00310.0260.5150.5080.508
Meanprotocol=Few-shot2026.030.43—0.504—0.5950.28——0.2050.00310.026———
Mean Variantaggregation_level=Overall2026.020.4290.7070.5040.4690.5910.27550.5500.1930.00310.0260.5010.5010.501
Mean Variant (Overall)protocol=Few-shot2026.030.429—0.504—0.5910.275——0.1930.00310.026———
Mean Variantaggregation_level=per Batch2026.020.4270.7050.5040.4750.5870.2750.5500.1850.00310.0260.4920.4960.498
Mean Variant (per Batch)protocol=Few-shot2026.030.427—0.504—0.5870.27——0.1850.00310.026———
Squidiff2026.020.42-616.980.581—0.5010.27658.1500.0115.6272.2440.5050.5060.505
Squidiffprotocol=Few-shot2026.030.42—0.581—0.5010.276——0.0115.6272.244———
CellFlow2026.020.1830.6820.3130.3460.6380.29832500.2690.00310.0270.6080.5640.55
CellFlowprotocol=Few-shot2026.030.183—0.313—0.6380.298——0.2690.00310.027———