New Future of Work: Driving innovation via cross-company research with Jaime Teevan and Brent Hecht

Episode 125 | June 24, 2021 For Microsoft researchers, COVID-19 was a call to action. The reimagining of work practices had long been an area of study, but existing and new questions that needed immediate answers surfaced as companies and their employees quickly adjusted to significantly different working conditions. Teams from across the Microsoft organizational chart pooled their unique expertise together under The New Future of Work initiative. The results have informed product features designed to better support remote  

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SOLOIST: Pairing transfer learning and machine teaching to advance task bots at scale

The increasing use of personal assistants and messaging applications has spurred interest in building task-oriented dialog systems (or task bots) that can communicate with users through natural language to accomplish a wide range of tasks, such as restaurant booking, weather query, flight booking, or IT helpdesk support. The wide variety of tasks and domains has created the need for a flexible task-oriented dialog development platform that can support many different use cases while remaining straightforward for developers to use and […]

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Econ4: Uncovering how decision-making shapes individuals and society through behavioral public economics featuring Evan Rose and Hunt Allcott

Episode 124 | June 16, 2021 In the world of economics, researchers at Microsoft are examining a range of complex systems—from those that impact the technologies we use to those that inform the laws and policies we create—through the lens of a social science that goes beyond the numbers to better understand people and society.  In this episode, Senior Principal Researcher Hunt Allcott talks with Postdoctoral Researcher Evan Rose  

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How can generative adversarial networks learn real-life distributions easily

A Generative adversarial network, or GAN, is one of the most powerful machine learning models proposed by Goodfellow et al. for learning to generate samples from complicated real-world distributions. GANs have sparked millions of applications, ranging from generating realistic images or cartoon characters to text-to-image translations. Turing award laureate Yann LeCun called GANs “the most interesting idea in the last 10 years in ML.” In the context of generating images, GANs consist of two parts. 1) A parameterized (deconvolutional) generator […]

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Econ3: Understanding the media ecosystem and how it informs public opinion in the internet age featuring Hunt Allcott and David Rothschild

Episode 123 | June 10, 2021 In the world of economics, researchers at Microsoft are examining a range of complex systems—from those that impact the technologies we use to those that inform the laws and policies we create—through the lens of a social science that goes beyond the numbers to better understand people and society. Interviewed by Senior Principal Researcher Hunt Allcott, Economist David Rothschild discusses how the news media has evolved alongside social media  

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Building stronger semantic understanding into text game reinforcement learning agents

AI agents capable of understanding natural language, communicating, and accomplishing tasks hold the promise of revolutionizing the way we interact with computers in our everyday lives. Text-based games, such as the Zork series, act as testbeds for development of novel learning agents capable of understanding and interacting exclusively through language. Beyond requiring the use of imagination and myriad concepts of everyday life to solve, these fictional world–based narratives are also a safe sandbox for AI testing that avoids the expense […]

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Econ2: Causal machine learning, data interpretability, and online platform markets featuring Hunt Allcott and Greg Lewis

Episode 122 | June 2, 2021  In the world of economics, researchers at Microsoft are examining a range of complex systems—from those that impact the technologies we use to those that inform the laws and policies we create—through the lens of a social science that goes beyond the numbers to better understand people and society.  In this episode, Senior Principal Researcher Dr. Hunt Allcott speaks with Microsoft Research New England office mate and  

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Creating the Future of Software Development

“If you think about the world that we’re in now, software plays a key role in our lives – in everything we do. And at the core of solving big problems and fundamental challenges is the ability to use software to attack the problem and make it better. I work in the field of programming languages, and we go to work thinking ‘what do we do to make software better?’ Because if we make software better, then we can make […]

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CHI 2021: Redefining accessibility to build more inclusive technologies

Accessibility and inclusion represent a growing space in the technology landscape, and how research and development are being used to empower people across abilities is expanding in exciting ways. Instead of treating disabilities as conditions in need of solutions—as has been the case over the years with the medical-based approach to accessibility—research is moving toward a social approach, examining and addressing the societal expectations imposed on people with disabilities and society’s lack of inclusion. The world comprises people of various […]

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