ATLAS: Automated Approximation of Transformers for Efficient Homomorphic Inference in One Hour

Jianhang Xie, Sicheng Tan, Vishnu Naresh Boddeti +1

Fully homomorphic encryption (FHE) provides strong cryptographic guarantees for private inference, but deploying transformer models under FHE remains prohibitively expensive. A key…