Project Info
Performative Autonomy
Tom Williams
twilliams@mines.edu
Project Goals and Description:
Interactive intelligent systems are increasingly being deployed in safety critical contexts like Space Exploration. For humans to safely and successfully complete collaborative tasks with robots in these contexts, they must maintain Situational Awareness of their task context without being cognitively overloaded -- regardless of whether they are co-located with robots or interacting with them from a distance of thousands or millions of miles. In previous work, we presented a novel autonomy design strategy we term Performative Autonomy, in which robots behave as if they have a lower level of autonomy than they are truly capable of (i.e., asking for advice they do not believe they truly need), for the sole purpose of maintaining interactants' Situational Awareness. We have demonstrated that Performative Autonomy can increase Situational Awareness (SA) without overly increasing workload, and that this is true across tasks with different baseline levels of Mental Workload. In this project we aim to autonomously determine when and how robots should deploy this strategy.
More Information:
Grand Challenge: Reverse-engineer the brain.
- https://mirrorlab.mines.edu/publications/silva2023roman/
- https://mirrorlab.mines.edu/publications/roy2023hri/
- https://mirrorlab.mines.edu/publications/roy2024hrilbr
Primary Contacts:
Rafael Sousa Silva, rsousasilva@mines.edu | Tom Williams, twilliams@mines.edu
Student Preparation
Qualifications
Experience with reinforcement learning
TIME COMMITMENT (HRS/WK)
10
SKILLS/TECHNIQUES GAINED
Experimental design, data analysis, writing, presentation
MENTORING PLAN
Students will meet on a weekly basis with Dr. Williams or with a graduate student Mentor.
Preferred Student Status
Sophomore
Junior
Senior