OPERA framework uses offline policy routing for biomedical image analysis

OPERA mitigates distribution shifts in medical imaging by learning an expert routing policy from small validation sets without requiring gradient updates to expert agents. The multi-agent ensemble framework employs test-time adaptation to handle variations in scanner protocols and patient populations.