Perturbation Response Modelling on Norman19
0.79Cosine logFCPRiMeFlow
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PRiMeFlowCFG scale=32026.04 | 0.79 | 0.0072 | 0.074 | 0.077 | |
| Latent2026.04 | 0.79 | 0.005 | 0.043 | 0.014 | |
| SAMS-VAE (S)2026.04 | 0.78 | 0.02 | 0.047 | 0.03 | |
| PRiMeFlowCFG scale=12026.04 | 0.77 | 0.0057 | 0.046 | 0.022 | |
| CPA (noAdv)Adversarial training=false2026.04 | 0.77 | 0.0053 | 0.046 | 0.017 | |
| CPA2026.04 | 0.76 | 0.0067 | 0.046 | 0.019 | |
| PRiMeFlowCFG scale=52026.04 | 0.74 | 0.015 | 0.11 | 0.19 | |
| Decoder2026.04 | 0.73 | 0.017 | 0.043 | 0.014 | |
| FM PCACFG scale=52026.04 | 0.63 | 0.034 | 0.11 | 0.15 | |
| FM PCACFG scale=32026.04 | 0.61 | 0.04 | 0.076 | 0.083 | |
| Linear2026.04 | 0.6 | 0.035 | 0.057 | 0.016 | |
| FM PCACFG scale=12026.04 | 0.5 | 0.053 | 0.062 | 0.067 | |
| SAMS-VAE2026.04 | 0.45 | 0.019 | 0.084 | 0.025 | |
| Biolord2026.04 | 0.45 | 0.026 | 0.083 | 0.034 | |
| PRiMeFlow MLPArchitecture=MLP, CFG scale=52026.04 | 0.08 | 0.26 | 0.33 | 0.31 | |
| FM PCA OTOptimal Transport (OT)=true, CFG scale=52026.04 | 0.065 | 0.32 | 0.094 | 0.32 | |
| FM PCA OTOptimal Transport (OT)=true, CFG scale=32026.04 | 0.06 | 0.32 | 0.094 | 0.32 | |
| FM PCA OTOptimal Transport (OT)=true, CFG scale=12026.04 | 0.056 | 0.32 | 0.095 | 0.33 | |
| PRiMeFlow MLPArchitecture=MLP, CFG scale=32026.04 | 0.054 | 0.27 | 0.31 | 0.25 | |
| PRiMeFlow MLPArchitecture=MLP, CFG scale=12026.04 | 0.024 | 0.27 | 0.29 | 0.16 |