Web于是在GitHub溜达,发现了一个叫Charm-Crypto的项目。它是基于Python语言的密码学开发框架,用于快速原型设计先进的密码系统。常用的基础密码库基本都有支持,包括对称加密、消息摘要、数字签名等。 WebJan 12, 2024 · Artificial intelligence Audio & acoustics Computer vision Graphics & multimedia Human-computer interaction Human language technologies Search & information retrieval Research areas: SystemsResearch areas: Systems Data platforms and analytics Hardware & devices Programming languages & software engineering Quantum …
CrypTFlow2: Practical 2-Party Secure Inference - IACR
WebOct 13, 2024 · We present CrypTFlow2, a cryptographic framework for secure inference over realistic Deep Neural Networks (DNNs) using secure 2-party computation. CrypTFlow2 protocols are both correct – i.e., their outputs are bitwise equivalent to the cleartext execution – and efficient – they outperform the state-of-the-art protocols in both latency … WebCCS Proceedings CCS '21 COINN: Crypto/ML Codesign for Oblivious Inference via Neural Networks research-article Open Access COINN: Crypto/ML Codesign for Oblivious Inference via Neural Networks Authors: Siam Umar Hussain , Mojan Javaheripi , Mohammad Samragh , Farinaz Koushanfar Authors Info & Claims can a deceased person be emeritus
Privacy Preserving Machine Learning for Healthcare using CrypTFlow
WebApr 26, 2024 · 本文通过仔细设计DNN, 基于格的同态加密、VOLE类型的不经意传输和秘密共享, 提出了一个2PC-NN推理系统Cheetah, 比CCS'20的CrypTFlow2技术开销小的多, 计算效率更快, 通信效率更高. 主要贡献有两点: 基于格的同态加密的协议可在不进行任何昂贵同态rotation操作的情况下评估线性层; 提出了非线性函数的几个精简且通信高效的原语. 本文 … Web2024 CrypTFlow2: Practical 2-Party Secure Inference Deevashwer Rathee , Mayank Rathee, Nishant Kumar, Nishanth Chandran, Divya Gupta, Aseem Rastogi, and Rahul … WebAdoption of artificial intelligence medical imaging applications is often impeded by barriers between healthcare systems and algorithm developers given that access to both private patient data and commercial model IP is important to perform pre-deployment evaluation. This work investigates a framework for secure, privacy-preserving and AI-enabled … fisher control valve type ed