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cs.CR2026
GPU Acceleration of TFHE-Based High-Precision Nonlinear Layers for Encrypted LLM Inference
Guoci Chen, Xiurui Pan, Qiao Li +5
Deploying large language models (LLMs) as cloud services raises privacy concerns as inference may leak sensitive data. Fully Homomorphic Encryption (FHE) allows computation on encr…
cs.CR2025
ALLMod: Exploring rea-Efficiency of UT-based arge Number ular Reduction via Hybrid Workloads
Fangxin Liu, Haomin Li, Zongwu Wang +5
Modular arithmetic, particularly modular reduction, is widely used in cryptographic applications such as homomorphic encryption (HE) and zero-knowledge proofs (ZKP). High-bit-width…
cs.CR2024
Taiyi: A high-performance CKKS accelerator for Practical Fully Homomorphic Encryption
Shengyu Fan, Xianglong Deng, Zhuoyu Tian +5
Fully Homomorphic Encryption (FHE), a novel cryptographic theory enabling computation directly on ciphertext data, offers significant security benefits but is hampered by substanti…