Insights into Mixed-Initiative User Interfaces and Human-AI Collaboration

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Explore the principles of mixed-initiative user interfaces, relevance to current research, and perspectives on interface agents from Lucy and Simon. Discover the importance of combining human intuition with computational assistance for better outcomes in collaborative approaches. Learn how projects can leverage these insights to enhance user experience and refine results through efficient agent-user collaboration.

  • User Interfaces
  • Human-AI Collaboration
  • Technology
  • Research
  • Interaction

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Presentation Transcript


  1. Principles of Mixed-Initiative User Interfaces Eric Horvitz Microsoft Research Discussant: Yi Wen 27th Sep

  2. Relevance to todays research Interface agents that provide automation various tasks AI agents that understand natural language to execute Might make poor guesses about users less likely to have error

  3. Mixed initiative user interface Human-AI collaboration

  4. Towards Process-Oriented, Modular, and Versatile Question Generation that Meets Educational Needs Xu Wang et.al. NAACL 2022 Xu Wang Simin Fan Jessica Houghton Lu Wang

  5. What Lucy has said about this research? Lucy s viewpoint on interface agent: They can oversimplify complex human interactions and decision-making processes Importance of understanding the context in which technology is used Systems should support human interaction rather than replace it A more collaborative approach, where technology assists and augments human activity rather than attempting to act independently

  6. What Simon has said about this research? Bounded rationality of human beings importance of combining human intuition with computational assistance to achieve better outcomes

  7. How projects might learn from these results Considering the status of a user s attention in the timing of services. Maintaining working memory of recent interactions. Providing mechanisms for efficient agent-user collaboration to refine results.

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