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谷歌发布 HEIR 编译器，推动同态加密推理一键化
原标题：Google's HEIR Aims to Make Homomorphic-Encrypted Inference a One-Click Capability
AI 摘要
谷歌推出开源编译器工具链 HEIR，旨在简化同态加密（HE）的部署，使预训练 AI 模型能够直接处理加密数据。HEIR 已用于隐私内容推荐、信用卡欺诈检测、网络入侵识别和音频热词识别等场景。目前编译过程尚未完全自动化，且性能开销仍是一个挑战，但部分评论认为对于某些应用场景是可接受的。
以上摘要由 AI 生成，可能存在误差。事实请以原文为准。
正文节选
Google is introducing HEIR (Homomorphic Encryption Intermediate Representation), an open-source compiler and development toolchain designed to make encrypted computation easier to deploy. In particular, HEIR can compile pre-trained AI models built for conventional, unencrypted inputs so they can instead operate on encrypted data. According to Google homomorphic encryption (HE) addresses several challenges with end-to-end encryption, including enabling services such as spam and virus detection to
发布时间：2026-08-24 02:00
抓取时间：2026-08-24 02:40
来源机构：InfoQ