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cs.AI2024
"A Good Bot Always Knows Its Limitations": Assessing Autonomous System Decision-making Competencies through Factorized Machine Self-confidence
Brett W. Israelsen, Nisar R. Ahmed, Matthew Aitken +3
How can intelligent machines assess their competency to complete a task? This question has come into focus for autonomous systems that algorithmically make decisions under uncertai…
cs.AI2022★ 4 cited
A Factor-Based Framework for Decision-Making Competency Self-Assessment
Brett W. Israelsen, Nisar Ahmed
We summarize our efforts to date in developing a framework for generating succinct human-understandable competency self-assessments in terms of machine self confidence, i.e. a robo…