Effective Task Allocation in Ad Hoc Human-Agent Teams

نویسندگان

چکیده

With accelerated progress in autonomous agent capabilities, mixed human and teams will become increasingly commonplace both our personal professional spheres. Hence, further examination of factors affecting collaboration efficacy these types are needed to inform the design use effective human-agent teams. Ad hoc teams, where team members interact without prior experience with teammates only for a limited number interactions, be dynamic environments short opportunity windows between diverse groups. We study ad-hoc scenarios pairing an need assess adapt capabilities partner maximize performance. In this work, we investigate relative two protocols that differ member responsible allocating tasks team. designed, implemented, experimented environment which repeatedly collaborate complete heterogeneous task sets.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Online Planning for Ad Hoc Autonomous Agent Teams

We propose a novel online planning algorithm for ad hoc team settings—challenging situations in which an agent must collaborate with unknown teammates without prior coordination. Our approach is based on constructing and solving a series of stage games, and then using biased adaptive play to choose actions. The utility function in each stage game is estimated via Monte-Carlo tree search using t...

متن کامل

Ad Hoc Autonomous Agent Teams: Collaboration without Pre-Coordination

As autonomous agents proliferate in the real world, both in software and robotic settings, they will increasingly need to band together for cooperative activities with previously unfamiliar teammates. In such ad hoc team settings, team strategies cannot be developed a priori. Rather, an agent must be prepared to cooperate with many types of teammates: it must collaborate without pre-coordinatio...

متن کامل

Agent Resource Discovery and Allocation in Wireless Ad Hoc Network

Much research has been conducted on establishing a stable route from a source to a destination in a mobile Ad Hoc network, but network traffic and service types have not been considered. Services need resources to be reserved to maintain an acceptable quality of service (QoS). In this paper, an agent-aware method collects information on the resources distribution in a mobile ad hoc network and ...

متن کامل

Considering Agent and Task Openness in Ad Hoc Team Formation

When deciding which ad hoc team to join, agents are often required to consider rewards from accomplishing tasks as well as potential benefits from learning when working with others, when solving tasks. We argue that, in order to decide when to learn or when to solve task or both, agents have to consider the existing agents’ capabilities and tasks available in the environment, and thus agents ha...

متن کامل

Modeling uncertainty in leading ad hoc teams

Ad hoc teamwork exists when a team of agents needs to cooperate without being able to communicate or use coordination schemes that were designed a-priori. Sometimes ad hoc teamwork amounts to acting so as to bring out the best in your teammates by “leading” them to the optimal joint action. Doing so can be challenging even when their behavior is fully known. In this paper, we take the challenge...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: Frontiers in artificial intelligence and applications

سال: 2022

ISSN: ['1879-8314', '0922-6389']

DOI: https://doi.org/10.3233/faia220197