Literature Reviews
Reviewed research papers, articles, and publications relevant to digital accessibility.
6 results found tagged explainable AI.
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Human-Centered Explainable AI for Brain-Computer Interface-driven Rehabilitation
This CHI Extended Abstract presents a doctoral research agenda developing human-centered explainable AI (HCXAI) frameworks for brain-computer interfaces (BCIs) used in stroke rehabilitation. Rajpura argues that current BCI systems prioritize technica…
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The Perceptual Gap: Why We Need Accessible XAI for Assistive Technologies
Choudhury (University of Maryland, Baltimore County) presents a position paper and targeted literature review arguing that explainable AI (XAI) — the body of methods that help users understand why a black-box model produced a particular output — is f…
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Inclusive Design of AI's Explanations: Just for Those Previously Left Out?
This paper investigates whether inclusive design applied to AI explanations can produce curb-cut effects: improvements designed to help underserved users that also benefit everyone. The study centres on Explainable AI (XAI), a field concerned with he…
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Toward Effective Communication of AI-Based Decisions in Assistive Tools: Conveying Confidence and Doubt to People with Visual Impairments at Accelerated Speech
This paper investigates how people with visual impairments (PVIs) perceive confidence and doubt in speakers' voices when audio is played at accelerated speeds — a critical question because AI-based assistive tools (scene descriptors, facial recogniti…
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Designing Accessible, Explainable AI (XAI) Experiences
This paper examines the intersection of explainable AI (XAI) and accessibility, identifying two primary concerns that the XAI field has largely overlooked. The first concern is accessibility at the XAI interface itself. While XAI techniques like visu…
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Misfitting With AI: How Blind People Verify and Contest AI Errors
This paper presents an in-depth qualitative study with 26 blind participants examining how they encounter, verify, and contest errors produced by AI-enabled visual assistance technologies (AI VAT) such as Seeing AI, Be My Eyes, and ChatGPT. While bli…