Security, privacy, & cryptography
Developing technologies that protect data, preserve privacy, and build trustworthy computing systems.
プロジェクト
Project Origin
Project Origin aims to create a measure of accountability through provenance. By certifying the source of the content like a watermark, we can safeguard against manipulation.
Microsoft Research ブログ
Microsoft Research Summit 2022: What’s Next for Technology and Humanity?
Today, we are experiencing waves of breakthroughs in computing that are transforming just about every aspect of our lives. Artificial intelligence is changing the way we develop and create. Human language technologies are revolutionizing the…
Microsoft Research ブログ
CCF: Bringing efficiency and usability to a decentralized trust model
Online trust has come a long way since the time of centralized databases, where information was concentrated in one location and the security and validation of that information relied on a core set of people…
ツール
dp-transformers repository
Motivated by our recent work (opens in new tab), we are releasing a repository for training transformer models with differential privacy. Our repository is based on integrating the Opacus library (opens in new tab) to the Hugging Face (opens…
プロジェクト
dp-transformers
Training transformer models with differential privacy Transformer models have recently taken the field of Natural Language Processing (NLP) by storm as large language models based on the transformer architecture have shown impressive performance across a…