DNA Sequence Design on DNA sequence design
9.32Pred-ActivitySGDD
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SGDDbeta (β)=502025.05 | 9.32 | 96.4 | 0.37 | 0.398 | -269 | |
| SGDDbeta (β)=302025.05 | 8.85 | 90.9 | 0.47 | 0.466 | -263 | |
| GILC-DBNum-of-Diff=1, Num-of-Reward=52026.06 | 7.04 | 95.2 | 0.9 | 0.935 | 267 | |
| SVDDN (Number of particles)=162025.05 | 6.89 | 84.3 | 0.891 | 0.834 | -260 | |
| SMCamotN (Number of particles)=162025.05 | 6.68 | 97.6 | 0.796 | 0.886 | -261 | |
| SVDDN (Number of particles)=82025.05 | 6.57 | 67.4 | 0.813 | 0.753 | -258 | |
| DRAKESKL divergence constraint=w/o KL2025.05 | 6.44 | 82.5 | 0.307 | 0.557 | -281 | |
| DRAKESKL Constraint=No2026.06 | 6.44 | 82.5 | 0.307 | 0.557 | 281 | |
| SMCamotN (Number of particles)=82025.05 | 6.35 | 95.8 | 0.736 | 0.845 | -261 | |
| DRAKES2025.05 | 5.61 | 92.5 | 0.887 | 0.911 | -264 | |
| DRAKESKL Constraint=Yes2026.06 | 5.61 | 92.5 | 0.887 | 0.911 | 264 | |
| SMCamotN (Number of particles)=12025.05 | 5.4 | 82.1 | 0.653 | 0.778 | -259 | |
| GILC-PGNum-of-Diff=1, Num-of-Reward=202026.06 | 5.21 | 84 | 0.91 | 0.937 | 270 | |
| CFG2025.05 | 5.04 | 92.1 | 0.746 | 0.864 | -265 | |
| CFG2026.06 | 5.04 | 92.1 | 0.746 | 0.864 | 265 | |
| SVDDNum-of-Diff=20, Num-of-Reward=202026.06 | 4.84 | 51.9 | 0.87 | 0.826 | 269 | |
| SMCNum-of-Diff=20, Num-of-Reward=202026.06 | 4.15 | 39.9 | 0.84 | 0.756 | 259 | |
| Best-of-NNum-of-Diff=20, Num-of-Reward=202026.06 | 3.73 | 35.8 | 0.813 | 0.671 | 262 | |
| TFG-FlowNum-of-Diff=1, Num-of-Reward=202026.06 | 3.48 | 21.2 | 0.262 | 0.566 | 263 | |
| CG2025.05 | 3.3 | 0 | -0.065 | 0.212 | -266 | |
| CG2026.06 | 3.3 | 0 | 0.065 | 0.212 | 266 | |
| Pretrained2025.05 | 0.17 | 1.5 | -0.061 | 0.249 | -261 | |
| Pretrained2026.06 | 0.17 | 1.5 | 0.061 | 0.249 | 261 |