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

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

22 June 2022

Finale Doshi-Velez

Amit Dhurandhar

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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 Siddartha Devic Tejas Srinivasan Jesse Thomason Willie Neiswanger Vatsal Sharan 26 0 0 09 Jun 2025
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 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 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 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 Xingyu Li Lu Peng Yuping Wang Weihua Zhang AI4CE MedIm LM&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 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 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 Yulu Pi 86 2 0 07 Sep 2023
Rethinking Model Evaluation as Narrowing the Socio-Technical Gap Q. V. Liao Ziang Xiao ALM ELM 146 32 0 01 Jun 2023
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 L. Nannini Agathe Balayn A. Smith 60 41 0 20 Apr 2023
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 Valerie Chen Q. V. Liao Jennifer Wortman Vaughan Gagan Bansal 151 114 0 18 Jan 2023
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