DNA sequence generation on enhancer DNA sequence flybrain
3.8FBDFisher-Flow
Evaluation Results
| Method | Links | |
|---|---|---|
| Fisher-FlowSteps=1002026.05 | 3.8 | |
| FlexFlowNFE=1002026.06 | 4.2 | |
| FlexFlow (Ablation)pfreq=true, Kγ=true2026.06 | 4.2 | |
| SLMSteps=1002026.05 | 4.4 | |
| FlexFlow (Ablation)pfreq=true2026.06 | 4.7 | |
| FlexFlow (Ablation)punif=true2026.06 | 5.2 | |
| SeqBSI (OU)Steps=1002025.11 | 12.3 | |
| Coupling ModelSteps=12026.05 | 12.9 | |
| Linear FMSteps=1002025.11 | 15 | |
| Linear FMSteps=1002026.05 | 15 | |
| Linear FMNFE=1002026.06 | 15 | |
| Dirichlet FMSteps=1002025.11 | 15.2 | |
| Dirichlet FMSteps=1002026.05 | 15.2 | |
| Dirichlet FMNFE=1002026.06 | 15.2 | |
| Dirichlet FM (dist.)Steps=12026.05 | 15.8 | |
| Language ModelSteps=5002025.11 | 25.2 | |
| AutoregressiveSteps=5002026.05 | 25.2 | |
| Language ModelNFE=5002026.06 | 25.2 | |
| Fisher FMNFE=1002026.06 | 27.5 | |
| Random Sequence2025.11 | 876 | |
| Random SequenceSteps=-2026.05 | 876 | |
| Random Sequence2026.06 | 876 |