Existing generative reconstruction methods largely assume fixed batch conditioning and cannot handle structured streams from real sensing systems

existing methods largely assume fixed, batch conditioning, whereas real sensing systems often produce structured streams: probes scan local regions, instruments observe moving fields of view, and communication constraints may leave entire frames missing.

http://arxiv.org/abs/2608.26219v1