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Explainable Artificial Intelligence (XAI)

TopicLeading institutions, researchers & key papers

Explainable Artificial Intelligence (XAI) is a topic indexed in PICO Portal from OpenAlex.

What is known about Explainable Artificial Intelligence (XAI)?

PICO Portalrecord summary

This cluster of papers focuses on Explainable Artificial Intelligence (XAI) and the development of interpretable models, visual explanations, and responsible machine learning interpretability. It explores concepts, challenges, and opportunities in XAI, including the use of gradient-based localization, understanding deep neural networks, feature importance, and addressing black box models. The papers also discuss the responsibility and ethical considerations in AI.

How many works does Explainable Artificial Intelligence (XAI) have?

PICO Portalindexed works

Explainable Artificial Intelligence (XAI) has 136 works in the PICO Portal index. The count is the OpenAlex total, not the number of papers listed on this page.

What is the OpenAlex record for Explainable Artificial Intelligence (XAI)?

PICO Portalopenalex

The OpenAlex for Explainable Artificial Intelligence (XAI) is on the source record.

What are the most-cited papers on Explainable Artificial Intelligence (XAI)?

PICO Portalmost cited works
From local explanations to global understanding with explainable AI for trees
Scott Lundberg, Gabriel Erion, Hugh Chen, Alex J. DeGrave, Jordan M. Prutkin, Bala G. Nair, Ronit Katz, Jonathan Himmelfarb, Nisha Bansal, Su‐In Lee
Nature Machine Intelligence. 20209,466 CitationsOPEN ACCESS
XAI—Explainable artificial intelligence
David Gunning, Mark Stefik, Jaesik Choi, Tim Miller, Simone Stumpf, Guang‐Zhong Yang
Science Robotics. 20191,939 CitationsOPEN ACCESS
Interpreting Black-Box Models: A Review on Explainable Artificial Intelligence
Vikas Hassija, Vinay Chamola, Atmesh Mahapatra, Abhinandan Singal, Divyansh Goel, Kaizhu Huang, Simone Scardapane, Indro Spinelli, Mufti Mahmud, Amir Hussain
Cognitive Computation. 20231,859 CitationsOPEN ACCESS
Explainable artificial intelligence: a comprehensive review
Dang Lien Minh, Hanxiang Wang, Yanfen Li, Tan N. Nguyen
Artificial Intelligence Review. 2021904 Citations
Transparency and trust in artificial intelligence systems
Philipp Schmidt, Felix Bießmann, Timm Teubner
Journal of Decision System. 2020413 Citations

Where is Explainable Artificial Intelligence (XAI) research published, and who funds it?

PICO Portalvenues & funding sources

TOP FUNDERS

National Science Foundation—
NIH—
Wellcome Trust—
European Research Council—
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How much of the research on Explainable Artificial Intelligence (XAI) is open access?

PICO Portalopen access share
73%OPEN ACCESS
Gold
27%
Green
27%
Hybrid
20%
Bronze
0%
Closed
27%

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