Research questionHow can cooperative perception fuse independently trained detectors without pre-deployment coordination?Agents that meet only at deployment may produce incompatible feature representations, so directly combining their detections can perform worse than using the ego agent alone. The challenge is to use neighboring agents’ information without prior coordination or ground-truth labels during adaptation.