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A Cognitive Load Theory (CLT) Analysis of Machine Learning Explainability, Transparency, Interpretability, and Shared Interpretability.
S Fox, VF Rey - Machine Learning & Knowledge Extraction, 2024 - search.ebscohost.com
Abstract Information that is complicated and ambiguous entails high cognitive load. Trying to
understand such information can involve a lot of cognitive effort. An alternative to expending …
understand such information can involve a lot of cognitive effort. An alternative to expending …
Bridging Domain Expertise and AI through Data Understanding
J Holstein - Companion Proceedings of the 29th International …, 2024 - dl.acm.org
With the ongoing digitalization of complex systems, for example in manufacturing, domain
experts' detailed understanding of datasets is pivotal to effectively training machine learning …
experts' detailed understanding of datasets is pivotal to effectively training machine learning …
Аналитический обзор методов распределения задач при совместной работе человека и модели ИИ
АВ Пономарев, АА Агафонов - Информатика и автоматизация, 2025 - mathnet.ru
Во многих практических сценариях принятие решений исключительно моделью ИИ
оказывается нежелательным или даже невозможным, и использование модели ИИ …
оказывается нежелательным или даже невозможным, и использование модели ИИ …
Don't be Fooled: The Misinformation Effect of Explanations in Human-AI Collaboration
Across various applications, humans increasingly use black-box artificial intelligence (AI)
systems without insight into these systems' reasoning. To counter this opacity, explainable AI …
systems without insight into these systems' reasoning. To counter this opacity, explainable AI …
Analytical review of task allocation methods for human and ai model collaboration
AV Ponomarev, АA Agafonov - Informatics and Automation, 2025 - journals.rcsi.science
In many practical scenarios, decision-making by an AI model alone is undesirable or even
impossible, and the use of an AI model is only part of a complex decision-making process …
impossible, and the use of an AI model is only part of a complex decision-making process …
[PDF][PDF] Can AI Do Our Jobs?
JA Atweh - researchgate.net
Artificial Intelligence (AI) has shown promise in accomplishing tasks traditionally performed
by humans across a range of domains. However, while previous studies have assessed AI's …
by humans across a range of domains. However, while previous studies have assessed AI's …