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Perturbation response modelling on Jiang24

0.64Cosine logFC

Decoder

Updated 3d ago

Evaluation Results

Method	Links
Decoder 2026.04		0.64	0.32	0.015	0.32
CPA 2026.04		0.6	0.4	0.015	0.41
CPA 2026.04		0.6	0.39	0.015	0.4
SAMS-VAE 2026.04		0.59	0.43	0.017	0.43
SAMS-VAE 2026.04		0.57	0.43	0.017	0.42
PRiMeFlow 2026.04		0.47	0.39	0.019	0.4
Latent 2026.04		0.47	0.38	0.015	0.38
PRiMeFlow 2026.04		0.41	0.38	0.034	0.43
PRiMeFlow 2026.04		0.36	0.37	0.045	0.43
Linear 2026.04		0.17	0.34	0.038	0.43
FlowMatching PCA 2026.04		0.072	0.36	0.1	0.42
FlowMatching PCA 2026.04		0.072	0.36	0.1	0.44
FlowMatching PCA 2026.04		0.071	0.37	0.1	0.39
FlowMatching PCA OT 2026.04		0.068	0.47	0.1	0.47
FlowMatching PCA OT 2026.04		0.068	0.47	0.11	0.47
FlowMatching PCA OT 2026.04		0.068	0.47	0.11	0.47
PRiMeFlow MLP 2026.04		0.053	0.45	0.33	0.46
PRiMeFlow MLP 2026.04		0.053	0.43	0.33	0.46
PRiMeFlow MLP 2026.04		0.053	0.43	0.33	0.47