An Information Bottleneck Characterization of the Understanding-Workload Tradeoff in Human-Centered Explainable AI-Reference-Cited by-同舟云学术

登录注册会员服务联系我们

An Information Bottleneck Characterization of the Understanding-Workload Tradeoff in Human-Centered Explainable AI

Published:2024-06-03 Issue: Volume:118 Page:2175-2198
ISSN:
Container-title:The 2024 ACM Conference on Fairness, Accountability, and Transparency
language:
Short-container-title:

Author:

Sanneman Lindsay¹^ORCID,Tucker Mycal²^ORCID,Shah Julie A.²^ORCID

Affiliation:

1. CSAIL, Massachusetts Institute of Technology, United States of America

2. CSAIL, Massachusetts Institute of Technology, USA

Funder

Army Research Laboratory

Publisher

ACM

Link

https://dl.acm.org/doi/pdf/10.1145/3630106.3659032

Reference88 articles.

1. Julius Adebayo, Justin Gilmer, Michael Muelly, Ian Goodfellow, Moritz Hardt, and Been Kim. 2018. Sanity checks for saliency maps. Advances in neural information processing systems 31 (2018).

2. Alexander A. Alemi, Ian Fischer, Joshua V. Dillon, and Kevin Murphy. 2017. Deep Variational Information Bottleneck. In 5th International Conference on Learning Representations, ICLR 2017, Toulon, France, April 24-26, 2017, Conference Track Proceedings. OpenReview.net.

3. Guidelines for Human-AI Interaction

4. Dan Amir and Ofra Amir. 2018. Highlights: Summarizing agent behavior to people. In Proceedings of the 17th International Conference on Autonomous Agents and MultiAgent Systems. 1168–1176.

5. Ofra Amir, Finale Doshi-Velez, and David Sarne. 2018. Agent strategy summarization. In Proceedings of the 17th International Conference on Autonomous Agents and MultiAgent Systems. 1203–1207.

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线，采集、加工和组织学术论文而形成的新型学术文献查询和分析系统，可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容，当前同舟云学术共收录了国内外主流学术期刊6万余种，收集的期刊论文及会议论文总量共计约1.5亿篇，并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询！咨询电话：010-8811{复制后删除}0370

www.globalauthorid.com

TOP