@inproceedings{yang2026spade,
  title     = {Support-Proximity Augmented Diffusion Estimation for Offline Black-Box Optimization},
  author    = {Yang, Yonghan and Yuan, Ye and Sun, Zipeng and Du, Linfeng and He, Bowei and Wu, Haolun and Chen, Can and Liu, Xue},
  booktitle = {Proceedings of the 43rd International Conference on Machine Learning},
  series    = {Proceedings of Machine Learning Research},
  volume    = {306},
  address   = {Seoul, South Korea},
  publisher = {PMLR},
  year      = {2026}
}

@article{yang2026spade_arxiv,
  title         = {Support-Proximity Augmented Diffusion Estimation for Offline Black-Box Optimization},
  author        = {Yang, Yonghan and Yuan, Ye and Sun, Zipeng and Du, Linfeng and He, Bowei and Wu, Haolun and Chen, Can and Liu, Xue},
  journal       = {arXiv preprint arXiv:2605.11246},
  year          = {2026},
  eprint        = {2605.11246},
  archivePrefix = {arXiv},
  primaryClass  = {cs.LG}
}