CALL FOR PAPERS: Special issue of the Journal of Cognitive Engineering and Decision Making On Human-AI Teaming
Posted April 21, 2021
Building upon advances in machine learning, software that depends on artificial intelligence (AI) is being introduced across a wide spectrum of systems, including autonomous vehicles, advanced manufacturing, healthcare, aviation, and military systems. AI systems may be unreliable or insufficiently robust, however, due to challenges in the development of reliable and robust AI algorithms based on datasets that are noisy and incomplete, the lack of causal models needed for projecting future outcomes, the presence of undetected biases, and noisy or faulty sensor inputs. Therefore, it is anticipated that for the foreseeable future, AI systems will need to operate in conjunction with humans in order to perform their tasks, and often as a part of a larger team of humans and AI systems. Further, AI systems may be instantiated with different levels of autonomy, at different times, and for different types of tasks or circumstances, creating a wide design space for consideration.
The design and implementation of AI systems that work effectively in concert with human beings creates significant challenges. This special issue will cover new research designed to better integrate people with AI in ways that will allow them to function effectively. Research is invited that addresses this challenge, including a focus on:
- Methods & Models for HAI Teaming
- AI Transparency & Explainability
- Trust and Trustworthiness in HAI Teams
- Design Approaches for Human-Centered HAI
- Improving Engagement & Situation Awareness in HAI Teams
- Meaningful Human Control over AI-based Systems
- Identification & Mitigation of AI and Human Decision Biases
- Measures & Metrics of HAI Collaboration & Performance
- Training for Effective HAI Teaming
- Integration of AI into Socio-Technical Systems
- Communication & Collaboration in HAI Teams
- HSI Processes to Address HAI Teaming
- Novel Methods for Improving HAI Teaming
- Ethics in HAI Teaming
- Human Perceptions of HAI Teaming
- Shared Understanding within HAI Teaming
- Levels of Autonomy within HAI Teaming
The special issue will be edited by Mica Endsley, Nancy Cooke and Nathan McNeese.
Manuscripts are due by October 1, 2021. For author instructions and submissions see https://journals.sagepub.com/author-instructions/EDM