Reconstruction is an important aspect of gravity and magnetic field data processing. However, existing methods still face issues such as data characteristic recovery distortions, low interpolation and gridding accuracy, and the need for improved denoising capabilities. Diffusion models have been extensively applied and have yielded promising results in image processing tasks. Field reconstruction implemented via the diffusion...