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ResearchFormerly WizWand

DNA sequence generation on enhancer DNA sequence flybrain

3.8FBDFisher-Flow
-31.088204.406439.9675.394Nov 4, 2025Dec 10, 2025Jan 15, 2026Feb 20, 2026Mar 28, 2026May 3, 2026Jun 9, 2026
Updated 4mo ago

Evaluation results

MethodLinks
Fisher-FlowSteps=1002026.053.8
FlexFlowNFE=1002026.064.2
FlexFlow (Ablation)pfreq=true, Kγ=true2026.064.2
SLMSteps=1002026.054.4
FlexFlow (Ablation)pfreq=true2026.064.7
FlexFlow (Ablation)punif=true2026.065.2
SeqBSI (OU)Steps=1002025.1112.3
Coupling ModelSteps=12026.0512.9
Linear FMSteps=1002025.1115
Linear FMSteps=1002026.0515
Linear FMNFE=1002026.0615
Dirichlet FMSteps=1002025.1115.2
Dirichlet FMSteps=1002026.0515.2
Dirichlet FMNFE=1002026.0615.2
Dirichlet FM (dist.)Steps=12026.0515.8
Language ModelSteps=5002025.1125.2
AutoregressiveSteps=5002026.0525.2
Language ModelNFE=5002026.0625.2
Fisher FMNFE=1002026.0627.5
Random Sequence2025.11876
Random SequenceSteps=-2026.05876
Random Sequence2026.06876