@article{diffusioninversionnetdinanendtoenddirect,
  title = {Diffusion-Inversion-Net (DIN): An End-to-End Direct Probabilistic Framework for Characterizing Hydraulic Conductivities and Quantifying Uncertainty},
  author = {Xun Zhang and Weijie Yang and Jiangjiang Zhang and Simin Jiang},
  year = {2025},
  eprint = {2511.16926},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2511.16926},
}