Model Transparency: Why Do We Care?

Ioannis Papantonis, Vaishak Belle

2023

Abstract

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.

Paper Citation

in Harvard Style

Papantonis I. and Belle V. (2023). Model Transparency: Why Do We Care?. In Proceedings of the 15th International Conference on Agents and Artificial Intelligence - Volume 3: ICAART, ISBN 978-989-758-623-1, pages 650-657. DOI: 10.5220/0011726300003393

in Bibtex Style

@conference{icaart23,
author={Ioannis Papantonis and Vaishak Belle},
title={Model Transparency: Why Do We Care?},
booktitle={Proceedings of the 15th International Conference on Agents and Artificial Intelligence - Volume 3: ICAART,},
year={2023},
pages={650-657},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0011726300003393},
isbn={978-989-758-623-1},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 15th International Conference on Agents and Artificial Intelligence - Volume 3: ICAART,
TI - Model Transparency: Why Do We Care?
SN - 978-989-758-623-1
AU - Papantonis I.
AU - Belle V.
PY - 2023
SP - 650
EP - 657
DO - 10.5220/0011726300003393