Beyond Explainability: The Case for AI Validation

27 May 2025

Papers citing "Beyond Explainability: The Case for AI Validation"

10 / 10 papers shown

Title
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 107 1 0 09 Apr 2025
Monitoring Reasoning Models for Misbehavior and the Risks of Promoting Obfuscation Bowen Baker Joost Huizinga Leo Gao Zehao Dou M. Guan Aleksander Mądry Wojciech Zaremba J. Pachocki David Farhi LRM 172 38 0 14 Mar 2025
Engineering Trustworthy AI: A Developer Guide for Empirical Risk Minimization Diana Pfau Alexander Jung 51 1 0 25 Oct 2024
A Blueprint for Auditing Generative AI Jakob Mökander Justin Curl Mihir A. Kshirsagar 28 1 0 07 Jul 2024
The Case Against Explainability Hofit Wasserman Rozen N. Elkin-Koren Ran Gilad-Bachrach AILaw ELM 56 2 0 20 May 2023
Painting the black box white: experimental findings from applying XAI to an ECG reading setting F. Cabitza M. Cameli Andrea Campagner Chiara Natali Luca Ronzio 76 11 0 27 Oct 2022
AI Failures: A Review of Underlying Issues D. Banerjee S. S. Chanda 40 8 0 18 Jul 2020
Fooling LIME and SHAP: Adversarial Attacks on Post hoc Explanation Methods Dylan Slack Sophie Hilgard Emily Jia Sameer Singh Himabindu Lakkaraju FAtt AAML MLAU 81 822 0 06 Nov 2019
Deep Neural Networks Improve Radiologists' Performance in Breast Cancer Screening Nan Wu Jason Phang Jungkyu Park Yiqiu Shen Zhe Huang ... S. G. Kim Laura Heacock Linda Moy Kyunghyun Cho Krzysztof J. Geras MedIm 49 501 0 20 Mar 2019
Manipulating and Measuring Model Interpretability Forough Poursabzi-Sangdeh D. Goldstein Jake M. Hofman Jennifer Wortman Vaughan Hanna M. Wallach 99 701 0 21 Feb 2018