Metacognitive artificial intelligence / edited by Paulo Shakarian, Hua Wei.

Format:

Book

Conference/Event

Author/Creator:

Shakarian, Paulo, author.

Wei, Hua (Professor of computer science), author.

Conference Name:

Workshop on Metacognitive Prediction of AI Behavior (1st : 2023 : Scottsdale, Ariz.), author.

Language:

English

Subjects (All):

Artificial intelligence--Congresses.

Artificial intelligence.

Metacognition--Congresses.

Metacognition.

Physical Description:

1 online resource (xi, 295 pages) : illustrations

Place of Publication:

Cambridge, United Kingdom ; New York, NY : Cambridge University Press, 2025.

Summary:

"This thorough guide is essential for researchers, educators, and professionals interested in the self-assessment and optimization of AI systems. With contributions from experts across disciplines and many examples, it provides comprehensive insights into AI's decision-making processes and ensures safety and reliability in high-stakes applications"-- Provided by publisher.

Contents:

Metacognitive AI / Hua Wei, Paulo Shakarian, Christian Lebiere, Bruce Draper, Nikhil Krishnaswamy, Sarath Sreedharan, Sergei Nirenburg

An architectural approach to metacognition / Christian Lebiere, Robert Thomson, Andrea Stocco, Mark Orr, Donald Morrison

Metacognitive AI through error detection and correction rules / Bowen Xi, Paulo Shakarian

Mutual trust in human-AI teams relies on metacognition / Sergei Nirenburg, Marjorie McShane, Thomas M. Ferguson

Learning where and when to reason in neuro-symbolic infererence / Cristina Cornelio

Assessment of competency of learning agents via inference of temporal logic formulas / Zhe Xu, Nasim Baharisangari, Jean-Raphaël Gaglione, Ufuk Topcu

Metacognitive intervention for accountable LLMs through sparsity / Tianlong Chen

Metacognitive insights into ChatGPT's arithmetic reasoning / Noel Ngu, Paulo Shakarian, Abhinav Koyyalamudi, Lakshmivihari Mareedu

Uncertainty quantification's role in metacognition / Gavin Strunk

The role of predictive uncertainty and diversity in embodied / AI and robot learning / Ransalu Senanayake

Towards certifiably trustworthy deep learning at scale / Linyi Li

Metacognition with neural network verification and repair using Veritex / Xiaodong Yang, Tomoya Yamaguchi, Bardh Hoxha, Danil Prokhorov, Taylor T. Johnson

Reasoning about anomalous object interaction using plan failure as a metacognitive trigger / Nikhil Krishnaswamy

Tractable probabilistic reasoning for trustworthy AI / YooJung Choi

Robust and compositional concept grounding for image generative AI / Yezhou Yang

mLINK : machine learning integration with network and knowledge / Sergei Chuprov, Raman Zatsarenko, Leon Reznik

Military applications of artificial intelligence metacognition / Bonnie Johnson.

Notes:

"This book serves as proceedings for the Workshop on Metacognitive Prediction of AI Behavior held November 13-15, 2023 in Scottsdale, Arizona."

Includes bibliographical references and index.

Online resource; title from PDF title page (Cambridge University Press, viewed November 5, 2025).

Other Format:

Print version: Workshop on Metacognitive Prediction of AI Behavior 2023 : Metacognitive artificial intelligence

ISBN:

9781009522472

1009522477

9781009522502

1009522507

Publisher Number:

CIPO000270843

Access Restriction:

Restricted for use by site license