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ResearchFormerly WizWand

Perturbation response modelling on Jiang24

0.64Cosine logFCDecoder

Evaluation results

Method	Links
Decoder2026.04		0.64	0.32	0.015	0.32
CPA2026.04		0.6	0.4	0.015	0.41
CPA2026.04		0.6	0.39	0.015	0.4
SAMS-VAE2026.04		0.59	0.43	0.017	0.43
SAMS-VAE2026.04		0.57	0.43	0.017	0.42
PRiMeFlow2026.04		0.47	0.39	0.019	0.4
Latent2026.04		0.47	0.38	0.015	0.38
PRiMeFlow2026.04		0.41	0.38	0.034	0.43
PRiMeFlow2026.04		0.36	0.37	0.045	0.43
Linear2026.04		0.17	0.34	0.038	0.43
FlowMatching PCA2026.04		0.072	0.36	0.1	0.42
FlowMatching PCA2026.04		0.072	0.36	0.1	0.44
FlowMatching PCA2026.04		0.071	0.37	0.1	0.39
FlowMatching PCA OT2026.04		0.068	0.47	0.1	0.47
FlowMatching PCA OT2026.04		0.068	0.47	0.11	0.47
FlowMatching PCA OT2026.04		0.068	0.47	0.11	0.47
PRiMeFlow MLP2026.04		0.053	0.45	0.33	0.46
PRiMeFlow MLP2026.04		0.053	0.43	0.33	0.46
PRiMeFlow MLP2026.04		0.053	0.43	0.33	0.47