Responsive Planning and Recognition for Closed-Loop Interaction

التفاصيل البيبلوغرافية
العنوان: Responsive Planning and Recognition for Closed-Loop Interaction
المؤلفون: Freedman, Richard G., Fung, Yi Ren, Ganchin, Roman, Zilberstein, Shlomo
سنة النشر: 2019
المجموعة: Computer Science
مصطلحات موضوعية: Computer Science - Artificial Intelligence
الوصف: Many intelligent systems currently interact with others using at least one of fixed communication inputs or preset responses, resulting in rigid interaction experiences and extensive efforts developing a variety of scenarios for the system. Fixed inputs limit the natural behavior of the user in order to effectively communicate, and preset responses prevent the system from adapting to the current situation unless it was specifically implemented. Closed-loop interaction instead focuses on dynamic responses that account for what the user is currently doing based on interpretations of their perceived activity. Agents employing closed-loop interaction can also monitor their interactions to ensure that the user responds as expected. We introduce a closed-loop interactive agent framework that integrates planning and recognition to predict what the user is trying to accomplish and autonomously decide on actions to take in response to these predictions. Based on a recent demonstration of such an assistive interactive agent in a turn-based simulated game, we also discuss new research challenges that are not present in the areas of artificial intelligence planning or recognition alone.
Comment: Accepted for presentation at the AAAI 2019 Fall Symposium Series, in the symposium for Artificial Intelligence and Human-Robot Interaction for Service Robots in Human Environments
نوع الوثيقة: Working Paper
URL الوصول: http://arxiv.org/abs/1909.06427
رقم الأكسشن: edsarx.1909.06427
قاعدة البيانات: arXiv