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Replogle

Benchmarks

Task NameDataset NameSOTA ResultTrend
Perturbation predictionReplogle
DEOver0.039
22
Single-cell perturbation predictionReplogle2022 (single-gene i.i.d.)
L2 Distance8.296
5
Perturbation PredictionReplogle genetic perturbations (unseen interventions)
Pearson Correlation Coefficient0.491
5
Cross-cell-type generalizationReplogle perturbations (test)
Pearson Correlation (DEG)0.633
4
Gene association predictionReplogle K562 + STRING (High confidence ≥900)
AUC0.91
2
Gene association predictionReplogle K562 + STRING (Low confidence ≥400)
AUC0.8
2
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