Scientific ML reproducibility

A self-supervised denoiser claims 20x faster X-ray scans. The proof rests on one grating.

SeDeNet trains on noisy data alone and reports 95 percent or better parameter accuracy at one twentieth the exposure. That moves the photon budget into software, if you trust the output.