{"type":"ScholarlyArticle","title":"Data Efficient Algorithms and Interpretability Requirements for Personalized Assessment of Taskable AI Systems","authors":[{"name":"Pulkit Verma","slug":"pulkit-verma","given":"Pulkit","family":"Verma","affiliation":""}],"abstract":"The vast diversity of internal designs of black-box AI systems and their nuanced zones of safe functionality make it difficult for a layperson to use them without unintended side effects. The focus of my dissertation is to develop algorithms and requirements of interpretability that would enable a user to assess and understand the limits of an AI system's safe operability. We develop an assessment module that lets an AI system execute high-level instruction sequences in simulators and answer the user queries about its execution of sequences of actions. Our results show that such a primitive query-response capability is sufficient to efficiently derive a user-interpretable model of the system in stationary, fully observable, and deterministic settings.","doi":"10.24963/ijcai.2021/693","url":"https://ijcai.org/proceedings/2021/693","pdf":"https://ijcai.org/proceedings/2021/0693.pdf","markdown":"https://ijcai.org/proceedings/2021/693.md","bibtex":"https://ijcai.org/proceedings/2021/bibtex/693","volume":{"slug":"2021","title":"Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence","short_title":"IJCAI 2021","url":"https://ijcai.org/proceedings/2021/","year":2021,"location":"Montreal","dates":"19-27 August 2021","editors":"Prof. Zhi-Hua Zhou","isbn":"978-0-9992411-9-6","publisher":"International Joint Conferences on Artificial Intelligence Organization","doi_prefix":"10.24963/ijcai.2021"},"section":"Doctoral Consortium","track":"Doctoral Consortium","number":693,"pages":{"first":4923,"last":4924},"keywords":["Knowledge Representation and Reasoning: Action, Change and Causality","Planning and Scheduling: Model-Based Reasoning"],"videos":[],"references":[],"license_note":"Copyright International Joint Conferences on Artificial Intelligence."}