Active Antibiotic Response Attribution on BCP Cross-Replicate Transfer Splits
100Exact MatchOracle true-strain rule
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Oracle true-strain ruleCategory=Oracle, Backbone=ResNet-18, Privileged test-time information=true2026.06 | 100 | 100 | 100 | 100 | |
| AURA oracle strain-knownCategory=Oracle, Backbone=ResNet-18, Privileged test-time information=true2026.06 | 99.21 | 98.28 | 99 | 98.48 | |
| AURA-CCategory=AURA, Backbone=ResNet-18, lambda=0.252026.06 | 95.47 | 93.39 | 93.83 | 94.25 | |
| AURA w/o context priorCategory=AURA, Backbone=ResNet-182026.06 | 95.21 | 93.54 | 94.08 | 94.37 | |
| Context LR(img+applied)→ruleCategory=Context-rule, Backbone=ResNet-182026.06 | 92.39 | 89.81 | 90.96 | 92.76 | |
| Context LR→resistance ruleCategory=Context-rule, Backbone=ResNet-182026.06 | 88.6 | 85.98 | 87.78 | 91.23 | |
| Ind. LR + image votingCategory=Discriminative, Backbone=ResNet-182026.06 | 82.14 | 83.54 | 82.56 | 87.29 | |
| Ind. MLP + image votingCategory=Discriminative, Backbone=ResNet-182026.06 | 76.28 | 72.21 | 72.75 | 81.12 | |
| Latent/sparse/dictionary inverseCategory=Inverse, Backbone=ResNet-18, Aggregated Methods=ElasticNet, NNLS, latent arithmetic, ridge-dictionary2026.06 | 74.47 | 73.2 | 73.97 | 80.95 | |
| scGen PCA vector inverseCategory=Perturb. model, Backbone=ResNet-182026.06 | 74.44 | 68.06 | 69.33 | 76.85 | |
| Nearest active-subset prototypeCategory=Inverse, Backbone=ResNet-182026.06 | 74.23 | 71.28 | 72.69 | 78.87 | |
| Flat-code MLP + image votingCategory=Discriminative, Backbone=ResNet-182026.06 | 73.47 | 63.07 | 65.03 | 75.28 | |
| scGen linear vector inverseCategory=Perturb. model, Backbone=ResNet-182026.06 | 73.06 | 68.94 | 70.12 | 77.44 | |
| Flat-code LR + image votingCategory=Discriminative, Backbone=ResNet-182026.06 | 72.67 | 67.93 | 69.45 | 78.68 | |
| Linear SVMCategory=Discriminative, Backbone=ResNet-182026.06 | 72.11 | 69.23 | 69.7 | 79.87 | |
| RBF SVMCategory=Discriminative, Backbone=ResNet-182026.06 | 68.68 | 67.79 | 70.38 | 78.34 | |
| scGen VAE latent inverseCategory=Perturb. model, Backbone=ResNet-182026.06 | 67.41 | 68.51 | 70.33 | 77.4 | |
| IMPA gen-feature inverseCategory=Perturb. model, Backbone=ResNet-182026.06 | 64.25 | 61.94 | 59.97 | 75.08 | |
| IMPA discriminator inverseCategory=Perturb. model, Backbone=ResNet-182026.06 | 41.61 | 53.72 | 57.3 | 70.26 | |
| Applied = ActiveCategory=Task motivation, Backbone=ResNet-182026.06 | 37.43 | 57.11 | 62.23 | 73.85 | |
| CPA covariate-enum. inverseCategory=Perturb. model, Backbone=ResNet-182026.06 | 30.82 | 34.75 | 33.41 | 59.23 |