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ResearchFormerly WizWand

Norman

Benchmarks

TaskDatasetSOTA resultTrendResults

Perturbation response modelling

Norman19

0.79Cosine logFC

20

Single-cell perturbation prediction

Norman (Holdout Single)

0.02MAE

15

Combo prediction

Norman 19

6.7MMD GEX

14

Single-cell perturbation prediction

Norman (Holdout Double)

0.025MAE

7

Perturbation Prediction

Norman2019 (double-gene)

0.449RMSE (10 genes)

6

Perturbation Prediction

Norman 2019 (Single-gene)

0.403RMSE (10 genes)

6

Intervention Outcome Prediction

NORMAN Double Intervention

0.785R2

5

Intervention Outcome Prediction

NORMAN Single Intervention

0.949R2

5

Double gene perturbation prediction

Norman

0.039RMSE (All Samples)

4

Unseen Perturbation Prediction

Norman 2019 (OOD)

0.61CosLogFC

4

Single-cell perturbation prediction

Norman Gene Knockout Perturbation – scRNA-seq

0.987PCC

2