AAAI 2026technical0 citations

An Invariant Latent Space Perspective on Language Model Inversion

Wentao Ye, Jiaqi Hu, Haobo Wang, Xinpeng Ti, Zhiqing Xiao, Hao Chen, Liyao Li, Lei Feng

Abstract

Language model inversion (LMI), i.e., recovering hidden prompts from outputs, emerges as a concrete threat to user privacy and system security. We recast LMI as reusing the LLM

BibTeX
@inproceedings{aaai2026_aninvariantlaten,
  title = {An Invariant Latent Space Perspective on Language Model Inversion},
  author = {Wentao Ye and Jiaqi Hu and Haobo Wang and Xinpeng Ti and Zhiqing Xiao and Hao Chen and Liyao Li and Lei Feng and Sai Wu and Junbo Zhao},
  booktitle = {AAAI 2026},
  year = {2026}
}
An Invariant Latent Space Perspective on Language Model Inversion · AAAI 2026