Scholarlink

Fully Homomorphic Encryption (FHE) allows computations to be performed on encrypted data, significantly enhancing user privacy. However, the I/O challenges associated with deploying FHE applications remains understudied. We analyze the impact of storage I/O on the performance of FHE applications and summarize key lessons from the status quo. Key results include that storage I/O can degrade the performance of ASICs by as much as 357 \(\times \) and reduce GPUs performance by up to 22 \(\times \) .

错误：搜索内容不能为空，请输入英文关键词
错误：关键词超出字数限制，请精简
高级检索

The Future of Fully Homomorphic Encryption System: From a Storage I/O Perspective

  • 会议论文

  • 发表日期：

    2026年

查看全文
  • Lei Chen,
  • Erci Xu,
  • Yiming Sun,
  • Shengyu Fan,
  • Xianglong Deng,
  • Guiming Shi,
  • Guang Fan,
  • Liang Kong,
  • Yilan Zhu,
  • Shoumeng Yan,
  • Mingzhe Zhang

摘要

Fully Homomorphic Encryption (FHE) allows computations to be performed on encrypted data, significantly enhancing user privacy. However, the I/O challenges associated with deploying FHE applications remains understudied. We analyze the impact of storage I/O on the performance of FHE applications and summarize key lessons from the status quo. Key results include that storage I/O can degrade the performance of ASICs by as much as 357 \(\times \) and reduce GPUs performance by up to 22 \(\times \) .