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A Meta-Analysis of the Utility of Explainable Artificial Intelligence in
  Human-AI Decision-Making

A Meta-Analysis of the Utility of Explainable Artificial Intelligence in Human-AI Decision-Making

10 May 2022
Max Schemmer
Patrick Hemmer
Maximilian Nitsche
Niklas Kühl
Michael Vossing
ArXivPDFHTML

Papers citing "A Meta-Analysis of the Utility of Explainable Artificial Intelligence in Human-AI Decision-Making"

23 / 23 papers shown
Title
Navigating the Rashomon Effect: How Personalization Can Help Adjust Interpretable Machine Learning Models to Individual Users
Navigating the Rashomon Effect: How Personalization Can Help Adjust Interpretable Machine Learning Models to Individual Users
Julian Rosenberger
Philipp Schröppel
Sven Kruschel
Mathias Kraus
Patrick Zschech
Maximilian Förster
FAtt
29
0
0
11 May 2025
Fostering Appropriate Reliance on Large Language Models: The Role of Explanations, Sources, and Inconsistencies
Fostering Appropriate Reliance on Large Language Models: The Role of Explanations, Sources, and Inconsistencies
Sunnie S. Y. Kim
J. Vaughan
Q. V. Liao
Tania Lombrozo
Olga Russakovsky
105
5
0
12 Feb 2025
The Value of Information in Human-AI Decision-making
The Value of Information in Human-AI Decision-making
Ziyang Guo
Yifan Wu
Jason D. Hartline
Jessica Hullman
FAtt
59
0
0
10 Feb 2025
Fine-Grained Appropriate Reliance: Human-AI Collaboration with a Multi-Step Transparent Decision Workflow for Complex Task Decomposition
Fine-Grained Appropriate Reliance: Human-AI Collaboration with a Multi-Step Transparent Decision Workflow for Complex Task Decomposition
Gaole He
Patrick Hemmer
Michael Vossing
Max Schemmer
U. Gadiraju
45
0
0
19 Jan 2025
A Survey of AI Reliance
A Survey of AI Reliance
S. Eckhardt
Niklas Kuhl
Mateusz Dolata
Gerhard Schwabe
46
1
0
22 Jul 2024
Transferring Domain Knowledge with (X)AI-Based Learning Systems
Transferring Domain Knowledge with (X)AI-Based Learning Systems
Philipp Spitzer
Niklas Kühl
Marc Goutier
Manuel Kaschura
G. Satzger
38
2
0
03 Jun 2024
Overcoming Anchoring Bias: The Potential of AI and XAI-based Decision
  Support
Overcoming Anchoring Bias: The Potential of AI and XAI-based Decision Support
Felix Haag
Carlo Stingl
Katrin Zerfass
K. Hopf
Thorsten Staake
30
4
0
08 May 2024
Unraveling the Dilemma of AI Errors: Exploring the Effectiveness of
  Human and Machine Explanations for Large Language Models
Unraveling the Dilemma of AI Errors: Exploring the Effectiveness of Human and Machine Explanations for Large Language Models
Marvin Pafla
Kate Larson
Mark Hancock
43
6
0
11 Apr 2024
Majority Voting of Doctors Improves Appropriateness of AI Reliance in
  Pathology
Majority Voting of Doctors Improves Appropriateness of AI Reliance in Pathology
H. Gu
Chunxu Yang
S. Magaki
Neda Zarrin-Khameh
N. Lakis
...
Todd M. Stevens
Sara L. Stone
Wenzhong Yan
Mohammad Haeri
Xiang Ánthony' Chen
30
0
0
06 Apr 2024
How explainable AI affects human performance: A systematic review of the
  behavioural consequences of saliency maps
How explainable AI affects human performance: A systematic review of the behavioural consequences of saliency maps
Romy Müller
HAI
45
6
0
03 Apr 2024
Negotiating the Shared Agency between Humans & AI in the Recommender
  System
Negotiating the Shared Agency between Humans & AI in the Recommender System
Mengke Wu
Weizi Liu
Yanyun Wang
M. Yao
33
0
0
23 Mar 2024
Does More Advice Help? The Effects of Second Opinions in AI-Assisted
  Decision Making
Does More Advice Help? The Effects of Second Opinions in AI-Assisted Decision Making
Zhuoran Lu
Dakuo Wang
Ming Yin
31
16
0
13 Jan 2024
ALMANACS: A Simulatability Benchmark for Language Model Explainability
ALMANACS: A Simulatability Benchmark for Language Model Explainability
Edmund Mills
Shiye Su
Stuart J. Russell
Scott Emmons
56
7
0
20 Dec 2023
Explain To Decide: A Human-Centric Review on the Role of Explainable
  Artificial Intelligence in AI-assisted Decision Making
Explain To Decide: A Human-Centric Review on the Role of Explainable Artificial Intelligence in AI-assisted Decision Making
Milad Rogha
41
0
0
11 Dec 2023
Towards Effective Human-AI Decision-Making: The Role of Human Learning
  in Appropriate Reliance on AI Advice
Towards Effective Human-AI Decision-Making: The Role of Human Learning in Appropriate Reliance on AI Advice
Max Schemmer
Andrea Bartos
Philipp Spitzer
Patrick Hemmer
Niklas Kühl
Jonas Liebschner
G. Satzger
34
6
0
03 Oct 2023
Using AI Uncertainty Quantification to Improve Human Decision-Making
Using AI Uncertainty Quantification to Improve Human Decision-Making
L. Marusich
J. Bakdash
Yan Zhou
Murat Kantarcioglu
32
3
0
19 Sep 2023
The Impact of Imperfect XAI on Human-AI Decision-Making
The Impact of Imperfect XAI on Human-AI Decision-Making
Katelyn Morrison
Philipp Spitzer
Violet Turri
Michelle C. Feng
Niklas Kühl
Adam Perer
33
33
0
25 Jul 2023
Human-AI Collaboration: The Effect of AI Delegation on Human Task
  Performance and Task Satisfaction
Human-AI Collaboration: The Effect of AI Delegation on Human Task Performance and Task Satisfaction
Patrick Hemmer
Monika Westphal
Max Schemmer
S. Vetter
Michael Vossing
G. Satzger
52
42
0
16 Mar 2023
On the Influence of Cognitive Styles on Users' Understanding of
  Explanations
On the Influence of Cognitive Styles on Users' Understanding of Explanations
Lara Riefle
Patrick Hemmer
Carina Benz
Michael Vossing
Jannik Pries
26
5
0
05 Oct 2022
Explanations, Fairness, and Appropriate Reliance in Human-AI
  Decision-Making
Explanations, Fairness, and Appropriate Reliance in Human-AI Decision-Making
Jakob Schoeffer
Maria De-Arteaga
Niklas Kuehl
FaML
45
46
0
23 Sep 2022
An Empirical Evaluation of Predicted Outcomes as Explanations in
  Human-AI Decision-Making
An Empirical Evaluation of Predicted Outcomes as Explanations in Human-AI Decision-Making
Johannes Jakubik
Jakob Schöffer
Vincent Hoge
Michael Vossing
Niklas Kühl
24
11
0
08 Aug 2022
ImageNet Large Scale Visual Recognition Challenge
ImageNet Large Scale Visual Recognition Challenge
Olga Russakovsky
Jia Deng
Hao Su
J. Krause
S. Satheesh
...
A. Karpathy
A. Khosla
Michael S. Bernstein
Alexander C. Berg
Li Fei-Fei
VLM
ObjD
298
39,217
0
01 Sep 2014
Learning Attitudes and Attributes from Multi-Aspect Reviews
Learning Attitudes and Attributes from Multi-Aspect Reviews
Julian McAuley
J. Leskovec
Dan Jurafsky
200
296
0
15 Oct 2012
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