Towards human-centered explainable ai: A survey of user studies for model explanations
Explainable AI (XAI) is widely viewed as a sine qua non for ever-expanding AI research. A
better understanding of the needs of XAI users, as well as human-centered evaluations of …
better understanding of the needs of XAI users, as well as human-centered evaluations of …
A Pilot Study on Clinician-AI Collaboration in Diagnosing Depression from Speech
K Feng, T Chaspari - arxiv preprint arxiv:2410.18297, 2024 - arxiv.org
This study investigates clinicians' perceptions and attitudes toward an assistive artificial
intelligence (AI) system that employs a speech-based explainable ML algorithm for detecting …
intelligence (AI) system that employs a speech-based explainable ML algorithm for detecting …
[HTML][HTML] An Overview of the Empirical Evaluation of Explainable AI (XAI): A Comprehensive Guideline for User-Centered Evaluation in XAI
Recent advances in technology have propelled Artificial Intelligence (AI) into a crucial role in
everyday life, enhancing human performance through sophisticated models and algorithms …
everyday life, enhancing human performance through sophisticated models and algorithms …
Explainable ai-based humerus fracture detection and classification from x-ray images
K Barua, T Mahmud, A Barua… - … on Computer and …, 2023 - ieeexplore.ieee.org
The human skeletal framework relies heavily on bones, and one such crucial component is
the “Humerus.” Positioned in the upper arm, extending from the shoulder to the elbow …
the “Humerus.” Positioned in the upper arm, extending from the shoulder to the elbow …
Caution to the exemplars: On the intriguing effects of example choice on human trust in xai
In model audits explainable AI (XAI) systems are usually presented to human auditors on a
limited number of examples due to time constraints. However, recent literature has …
limited number of examples due to time constraints. However, recent literature has …
Introduction to Eye Tracking: A Hands-On Tutorial for Students and Practitioners
Eye-tracking technology is widely used in various application areas such as psychology,
neuroscience, marketing, and human-computer interaction, as it is a valuable tool for …
neuroscience, marketing, and human-computer interaction, as it is a valuable tool for …
Social acceptance of artificial intelligence (AI) application for improving medical service diagnostics
The aim of the conducted research was to assess the attitude of the Polish society towards
the use of artificial intelligence in medical diagnostics. In the research process, we sought …
the use of artificial intelligence in medical diagnostics. In the research process, we sought …
The Decoupling Concept Bottleneck Model
The Concept Bottleneck Model (CBM) is an interpretable neural network that leverages high-
level concepts to explain model decisions and conduct human-machine interaction …
level concepts to explain model decisions and conduct human-machine interaction …
Faithful Attention Explainer: Verbalizing Decisions Based on Discriminative Features
In recent years, model explanation methods have been designed to interpret model
decisions faithfully and intuitively so that users can easily understand them. In this paper, we …
decisions faithfully and intuitively so that users can easily understand them. In this paper, we …