Artificial Intelligence
Pursuing computing advances to create intelligent machines that complement human reasoning to augment and enrich our experience and competencies.
Project
Vision and Language Intelligence
We are focusing on understanding, reasoning, and generation across language and vision, and creation of intelligent services, including vision-to-text captioning, text-to-vision generation, and question answering/dialog about images and videos.
Video
Design Expo 2017: MIT, Cambridge
Each year, Microsoft Research sponsors a semester-long class at leading design schools. Students are asked to form interdisciplinary teams of two to four students to design a user experience prototype that solves a real-world problem.…
Video
Understanding Black-box Predictions via Influence Functions
How can we explain the predictions of a black-box model? In this paper, we use influence functions — a classic technique from robust statistics — to trace a model’s prediction through the learning algorithm and back to…
