Research questionHow can sparse-view 3D scene representations avoid cross-view artifacts without costly per-scene reconstruction?With few input views, NeRF and 3D Gaussian Splatting can produce geometry and appearance that disagree across viewpoints. Existing artifact correction may require paired corrupted and clean renders plus costly reconstruction for each scene, limiting scalable training.