Author

Ye Tao

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Preprint Aug 2026

AEGIS: Attention-Embedding Gradient Isolation Shield - Triple-Channel Gradient Masking for Privacy-Preserving Federated LLM Fine-Tuning

AEGIS (Attention-Embedding Gradient Isolation Shield), a lightweight defence that reduces token recovery rates to near zero against a range of gradient inversion attacks, both analytical and optimisation-based, while preserving or improving model utility.

Ye Tao, Hong Shen, Hui Tian et al. · 0 citations