When Should a Low-Light Pipeline Generate? Auditable Risk Control for Selective Generative Enhancement
arXiv:2610.21335v1 Announce Type: cross Abstract: Generative low-light enhancers recover plausible texture but may hallucinate structure; restoration networks preserve structure but can leave regions under-enhanced, and neither advantage is spatially uniform. Therefore, we formulate selective genera