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A flowchart showing inputs pre-processed before being fed into large language models including GPT-3, Codex, and others. The post-process output is returned to the end-user for verification. If they find the output incorrect, it is edited by them, and the learning is fed back into the pre-process and post-process mechanisms to improve them further.
Microsoft Research Blog

Jigsaw fixes bugs in machine-written software 

March 31, 2022 | Rahul Sharma, Suresh Parthasarathy, Sriram Rajamani, Nagarajan Natarajan, and Arun Iyer

Large pre-trained language models such as GPT-3, Codex, and others can be tuned to generate code from natural language specifications of programmer intent. Such automated models have the potential to improve productivity for every programmer in the world. But since…

Headshots of podcast guests Tawanna Dillahunt, Zachary Rowe, Joanna Velazquez, and host Mary Gray in a two-by-two grid and set against a dark purple background. Each headshot is contained within a hexagon shape.
Microsoft Research Podcast

Just Tech: Centering Community-Driven Innovation at the Margins episode 2 with Dr. Tawanna Dillahunt, Zachary Rowe, and Joanna Velazquez 

March 31, 2022

In “Just Tech: Centering Community-Driven Innovation at the Margins,” Senior Principal Researcher Mary L. Gray explores how technology and community intertwine and the role technology can play in supporting community-driven innovation and community-based organizations. Dr. Gray and her team are…

In the news | Arabian Business

The metaverse will strengthen relationships, empower people, and help tackle global crises: experts 

March 31, 2022

With the metaverse becoming more of a reality every day, the opportunities presented by that digital world have become the key focus among multinational corporates and the public sector alike as both entities look to manage the space while regulating…

In the news | Microsoft Dynamics 365 Blog

Microsoft AI-assisted bracket exceeds 99.9997% of others in basketball tournament 

March 31, 2022

Every year, millions of basketball fans fill out brackets for the Division I Men’s College Basketball Tournament hoping to predict the team that will win it all. The Microsoft Business Applications Applied AI group has joined in on the fun,…

In the news | Microsoft Power Apps

Behind the Scenes – What it Takes to Teach GPT-3 How to Build Low-Code Apps 

March 31, 2022

Last year, we announced the public preview of Power Apps Ideas, which enables Power Apps makers to take advantage of Microsoft AI technologies that make it easy to write Power Fx formulas with no-code. In this article, we’re going to…

Hardware setup of the live demonstration of carrier-grade cloud-managed Open RAN platform at MWC 2022

In the news | MICROSOFT AZURE BLOG

Diversifying the telecommunications supply chain with Open RAN 

March 30, 2022

Over the past few years, there has been an increasingly steady drumbeat for the need to diversify and open the telecommunications supply chain. A key part of this supply chain that can be diversified is radio access network (RAN), where…

ReSTR
Articles

ReSTR: Convolution-free Referring Image Segmentation Using Transformers 

March 29, 2022

Segmenting objects in images is a fundamental step that researchers have taken towards achieving scene understanding and has played a crucial role in numerous vision systems. The most common approach in this line of research is to classify individual pixels…

Awards | Committee of President of Statistical Societies

Lester Mackey selected to the 2022 COPSS Leadership Academy 

March 25, 2022

Lester Mackey was selected to be a member of the 2022 COPSS Leadership Academy. Started in 2021, the Academy is comprised of emerging leaders who play an important role in shaping the future of the statistics discipline. This is an…

object-aware-regularization
Articles

Object-Aware Regularization for Addressing Causal Confusion in Imitation Learning 

March 24, 2022

Imitation learning has proven to be effective for learning sequential decision-making policies directly from expert demonstrations, reducing the need for costly and risky environmental interactions. Behavioral cloning is a simple form of imitation learning and learns a policy by solving…

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