4 papers
JustGoal: With Only a Goal, the AI Baseline Is Above the Expert Kernels
Yaojian Chen, Dazhi Peng, Zhui Zhu +13
A small number of GPU kernels often determines the efficiency of large language model training and inference. High-performance kernel development typically relies on expert knowled…
The Future of Fully Homomorphic Encryption System: from a Storage I/O Perspective
Lei Chen, Erci Xu, Yiming Sun +8
Fully Homomorphic Encryption (FHE) allows computations to be performed on encrypted data, significantly enhancing user privacy. However, the I/O challenges associated with deployin…
Trinity: A General Purpose FHE Accelerator
Xianglong Deng, Shengyu Fan, Zhicheng Hu +9
In this paper, we present the first multi-modal FHE accelerator based on a unified architecture, which efficiently supports CKKS, TFHE, and their conversion scheme within a single…
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…