Human‐centered explainable artificial intelligence: An Annual Review of Information Science and Technology (ARIST) paper

M Ridley - Journal of the Association for Information Science …, 2025 - Wiley Online Library
Explainability is central to trust and accountability in artificial intelligence (AI) applications.
The field of human‐centered explainable AI (HCXAI) arose as a response to mainstream …

A systematic review on fostering appropriate trust in Human-AI interaction: Trends, opportunities and challenges

S Mehrotra, C Degachi, O Vereschak… - ACM Journal on …, 2024 - dl.acm.org
Appropriate trust in Artificial Intelligence (AI) systems has rapidly become an important area
of focus for both researchers and practitioners. Various approaches have been used to …

Understanding Contestability on the Margins: Implications for the Design of Algorithmic Decision-making in Public Services

N Karusala, S Upadhyay, R Veeraraghavan… - Proceedings of the CHI …, 2024 - dl.acm.org
Policymakers have established that the ability to contest decisions made by or with
algorithms is core to responsible artificial intelligence (AI). However, there has been a …

Understanding Choice Independence and Error Types in Human-AI Collaboration

A Erlei, A Sharma, U Gadiraju - Proceedings of the CHI Conference on …, 2024 - dl.acm.org
The ability to make appropriate delegation decisions is an important prerequisite of effective
human-AI collaboration. Recent work, however, has shown that people struggle to evaluate …

The survey on the dual nature of xAI challenges in intrusion detection and their potential for AI innovation

M Pawlicki, A Pawlicka, R Kozik, M Choraś - Artificial Intelligence Review, 2024 - Springer
In the rapidly evolving domain of cybersecurity, the imperative for intrusion detection
systems is undeniable; yet, it is increasingly clear that to meet the ever-growing challenges …

Contestable AI needs Computational Argumentation

F Leofante, H Ayoobi, A Dejl, G Freedman… - arXiv preprint arXiv …, 2024 - arxiv.org
AI has become pervasive in recent years, but state-of-the-art approaches predominantly
neglect the need for AI systems to be contestable. Instead, contestability is advocated by AI …

Understanding Stakeholders' Perceptions and Needs Across the LLM Supply Chain

A Balayn, L Corti, F Rancourt, F Casati… - arXiv preprint arXiv …, 2024 - arxiv.org
Explainability and transparency of AI systems are undeniably important, leading to several
research studies and tools addressing them. Existing works fall short of accounting for the …

From Stem to Stern: Contestability Along AI Value Chains

A Balayn, Y Pi, DG Widder, K Alfrink, M Yurrita… - … Publication of the 2024 …, 2024 - dl.acm.org
This workshop will grow and consolidate a community of interdisciplinary CSCW
researchers focusing on the topic of contestable AI. As an outcome of the workshop, we will …