Model Transparency: Why do we care?

Giannis Papantonis, Vaishak Belle

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract / Description of output

Artificial intelligence (AI) and especially machine learning (ML) has been increasingly incorporated into a wide range of critical applications, such as healthcare, justice, credit risk assessment, and loan approval. In this paper, we survey the motivations for caring about model transparency, especially as AI systems are becoming increasingly complex leviathans with many moving parts. We then briefly outline the challenges in providing computational solutions to transparency.
Original languageEnglish
Title of host publicationProceedings of the 15th International Conference on Agents and Artificial Intelligence, 2023
PublisherSCITEPRESS
Pages650-657
Number of pages8
Volume3
ISBN (Electronic)9789897586231
DOIs
Publication statusPublished - 22 Feb 2023
EventThe 15th International Conference on Agents and Artificial Intelligence, 2023 - Lisbon, Portugal
Duration: 22 Feb 202324 Feb 2023
Conference number: 15
https://icaart.scitevents.org/Home.aspx

Publication series

NameInternational Conference on Agents and Artificial Intelligence
PublisherSCITEPRESS
ISSN (Electronic)2184-433X

Conference

ConferenceThe 15th International Conference on Agents and Artificial Intelligence, 2023
Abbreviated titleICAART 2023
Country/TerritoryPortugal
CityLisbon
Period22/02/2324/02/23
Internet address

Keywords / Materials (for Non-textual outputs)

  • Explainable AI

Fingerprint

Dive into the research topics of 'Model Transparency: Why do we care?'. Together they form a unique fingerprint.

Cite this