@article{freezediffusedecodegeometryawareadaptati,
  title = {Freeze, Diffuse, Decode: Geometry-Aware Adaptation of Pretrained Transformer Embeddings for Antimicrobial Peptide Design},
  author = {Pankhil Gawade and Adam Izdebski and Myriam Lizotte and Kevin R. Moon and Jake S. Rhodes and Guy Wolf and Ewa Szczurek},
  year = {2025},
  eprint = {2511.23120},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2511.23120},
}