Challenges and Opportunities in Human-Machine Partnership
- Ece Kamar; Eric Horvitz; Subbarao Kambhampati; Milind Tambe | Microsoft; Microsoft; Arizona State University; University of Southern California
The new wave of excitement about AI in recent years has been based on successes in perception tasks or on domains with limited and known dynamics. Because machines have achieved human parity in accuracy for image recognition and speech recognition and have beaten human champions on games such as Go and Poker, they have led to an impression of a future in which AI systems function alone. However, for more complex and open-ended tasks, current AI technologies have limitations. Future deployments of AI systems in daily life are likely to emerge from the complementary abilities of humans and machines and require close partnerships between them. The goal of this session is to highlight the potential of human-machine partnership through real-world applications. In addition, the speakers aim to identify challenges for research and development that, when solved, will build towards successful AI systems that can partner with people.
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Ece Kamar
VP and Lab Director of AI Frontiers
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Series: Microsoft Research Faculty Summit
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Cars, Computing and the Future of Work: Specific topics of mutual interest
- Linda Boyle,
- Ed Doran,
- John Lee
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Crowd, Cloud and the Future of Work: Updates from human AI computation
- Pietro Michelucci,
- Lucy Fortson,
- Franco Pestilli
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Cars, Computing and the Future of Work: A UW & MSR Workshop: Welcome and Overview of Projects
- Linda Boyle,
- Ed Doran,
- Eric Horvitz
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Crowd, Cloud and the Future of Work: Welcome and Updates
- Besmira Nushi,
- Ece Kamar,
- Kori Inkpen
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Empowering People to Achieve More: How Useful a Concept is Productivity?
- Brendan Murphy,
- Yvonne Rogers,
- Steve Whittaker
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Keynote - The Future of Work And the Power of Data
- Johannes Gehrke
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Productivity in Software Development
- Neel Sundaresan,
- Margaret-Anne Storey,
- Prem Kumar Devanbu
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Artificial Emotional Intelligence, Social Systems, and the Future of Collaboration
- Mary Czerwinski,
- Mark Ackerman,
- Gloria Mark
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Workers of the World, Connect! Tech Innovations and Organizational Change for the Future of Work(ers)
- Mary Gray,
- Jamie Woodcock,
- Louise Hickman
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Increasing AI Programmer Productivity
- Markus Weimer,
- Sarah Bird,
- Ce Zhang
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Human-AI Collaboration for Decision-Making
- Besmira Nushi,
- Ayanna Howard,
- Jon Kleinberg
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Future of Spreadsheeting
- Ben Zorn,
- Felienne Hermans,
- Daniel Barowy
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Program Synthesis meets Notebooks
- Sumit Gulwani
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Accessible Virtual Reality
- Eyal Ofek
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Calendar.help: A Virtual Meeting Scheduling Assistant
- Pamela Bhattacharya
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Visual Studio IntelliCode
- Mark Wilson-Thomas
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Microsoft Teams: Collaborate with Any Researcher Anywhere
- Jethro Seghers
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Project Alava: Programming Webs of Microcontrollers
- James Devine,
- Teddy Seyed
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AI in PowerPoint
- Kostas Seleskerov