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Connecting Algorithmic Research and Usage Contexts: A Perspective of
  Contextualized Evaluation for Explainable AI
v1v2v3 (latest)

Connecting Algorithmic Research and Usage Contexts: A Perspective of Contextualized Evaluation for Explainable AI

22 June 2022
Q. V. Liao
Yunfeng Zhang
Ronny Luss
Finale Doshi-Velez
Amit Dhurandhar
ArXiv (abs)PDFHTML

Papers citing "Connecting Algorithmic Research and Usage Contexts: A Perspective of Contextualized Evaluation for Explainable AI"

15 / 15 papers shown
Title
From Calibration to Collaboration: LLM Uncertainty Quantification Should Be More Human-Centered
From Calibration to Collaboration: LLM Uncertainty Quantification Should Be More Human-Centered
Siddartha Devic
Tejas Srinivasan
Jesse Thomason
Willie Neiswanger
Vatsal Sharan
26
0
0
09 Jun 2025
RanDeS: Randomized Delta Superposition for Multi-Model Compression
RanDeS: Randomized Delta Superposition for Multi-Model Compression
Hangyu Zhou
Aaron Gokaslan
Volodymyr Kuleshov
Bharath Hariharan
MoMe
86
0
0
16 May 2025
Beware of "Explanations" of AI
Beware of "Explanations" of AI
David Martens
Galit Shmueli
Theodoros Evgeniou
Kevin Bauer
Christian Janiesch
...
Claudia Perlich
Wouter Verbeke
Alona Zharova
Patrick Zschech
F. Provost
112
1
0
09 Apr 2025
Study on the Helpfulness of Explainable Artificial Intelligence
Study on the Helpfulness of Explainable Artificial Intelligence
Tobias Labarta
Elizaveta Kulicheva
Ronja Froelian
Christian Geißler
Xenia Melman
Julian von Klitzing
ELM
58
1
0
14 Oct 2024
A Sim2Real Approach for Identifying Task-Relevant Properties in
  Interpretable Machine Learning
A Sim2Real Approach for Identifying Task-Relevant Properties in Interpretable Machine Learning
Eura Nofshin
Esther Brown
Brian Lim
Weiwei Pan
Finale Doshi-Velez
101
0
0
31 May 2024
Open Challenges and Opportunities in Federated Foundation Models Towards
  Biomedical Healthcare
Open Challenges and Opportunities in Federated Foundation Models Towards Biomedical Healthcare
Xingyu Li
Lu Peng
Yuping Wang
Weihua Zhang
AI4CEMedImLM&MA
114
12
0
10 May 2024
"Actually I Can Count My Blessings": User-Centered Design of an
  Application to Promote Gratitude Among Young Adults
"Actually I Can Count My Blessings": User-Centered Design of an Application to Promote Gratitude Among Young Adults
Ananya Bhattacharjee
Zichen Gong
Bingcheng Wang
Timothy James Luckcock
Emma Watson
Elena Allica Abellan
Leslie Gutman
Anne S. Hsu
Joseph Jay Williams
30
2
0
26 Apr 2024
Understanding the Role of Large Language Models in Personalizing and
  Scaffolding Strategies to Combat Academic Procrastination
Understanding the Role of Large Language Models in Personalizing and Scaffolding Strategies to Combat Academic Procrastination
Ananya Bhattacharjee
Yuchen Zeng
Sarah Yi Xu
Dana Kulzhabayeva
Minyi Ma
...
A. Mariakakis
Mary P Czerwinski
Anastasia Kuzminykh
Michael Liut
Joseph Jay Williams
AI4Ed
79
31
0
21 Dec 2023
Beyond XAI:Obstacles Towards Responsible AI
Beyond XAI:Obstacles Towards Responsible AI
Yulu Pi
86
2
0
07 Sep 2023
Rethinking Model Evaluation as Narrowing the Socio-Technical Gap
Rethinking Model Evaluation as Narrowing the Socio-Technical Gap
Q. V. Liao
Ziang Xiao
ALMELM
146
32
0
01 Jun 2023
Unjustified Sample Sizes and Generalizations in Explainable AI Research:
  Principles for More Inclusive User Studies
Unjustified Sample Sizes and Generalizations in Explainable AI Research: Principles for More Inclusive User Studies
Uwe Peters
Mary Carman
ELM
60
1
0
08 May 2023
Explainability in AI Policies: A Critical Review of Communications,
  Reports, Regulations, and Standards in the EU, US, and UK
Explainability in AI Policies: A Critical Review of Communications, Reports, Regulations, and Standards in the EU, US, and UK
L. Nannini
Agathe Balayn
A. Smith
60
41
0
20 Apr 2023
Why is plausibility surprisingly problematic as an XAI criterion?
Why is plausibility surprisingly problematic as an XAI criterion?
Weina Jin
Xiaoxiao Li
Ghassan Hamarneh
104
5
0
30 Mar 2023
Understanding the Role of Human Intuition on Reliance in Human-AI
  Decision-Making with Explanations
Understanding the Role of Human Intuition on Reliance in Human-AI Decision-Making with Explanations
Valerie Chen
Q. V. Liao
Jennifer Wortman Vaughan
Gagan Bansal
151
114
0
18 Jan 2023
Seamful XAI: Operationalizing Seamful Design in Explainable AI
Seamful XAI: Operationalizing Seamful Design in Explainable AI
Upol Ehsan
Q. V. Liao
Samir Passi
Mark O. Riedl
Hal Daumé
91
24
0
12 Nov 2022
1