A Human-Centric Take on Model Monitoring

A Human-Centric Take on Model Monitoring

6 June 2022

Murtuza N. Shergadwala

Himabindu Lakkaraju

Papers citing "A Human-Centric Take on Model Monitoring"

8 / 8 papers shown

Title
Explanatory Model Monitoring to Understand the Effects of Feature Shifts on Performance Thomas Decker Alexander Koebler Michael Lebacher Ingo Thon Volker Tresp Florian Buettner 16 1 0 24 Aug 2024
Visibility into AI Agents Alan Chan Carson Ezell Max Kaufmann K. Wei Lewis Hammond ... Nitarshan Rajkumar David M. Krueger Noam Kolt Lennart Heim Markus Anderljung 13 31 0 23 Jan 2024
Measuring Distributional Shifts in Text: The Advantage of Language Model-Based Embeddings Gyandev Gupta Bashir Rastegarpanah Amalendu Iyer Joshua Rubin K. Kenthapadi 27 2 0 04 Dec 2023
Can You Rely on Your Model Evaluation? Improving Model Evaluation with Synthetic Test Data B. V. Breugel Nabeel Seedat F. Imrie M. Schaar SyDa 24 19 0 25 Oct 2023
Monitoring Machine Learning Models: Online Detection of Relevant Deviations Florian Heinrichs 19 2 0 26 Sep 2023
Interpretability and Transparency-Driven Detection and Transformation of Textual Adversarial Examples (IT-DT) Bushra Sabir Muhammad Ali Babar Sharif Abuadbba SILM 8 8 0 03 Jul 2023
Towards A Rigorous Science of Interpretable Machine Learning Finale Doshi-Velez Been Kim XAI FaML 225 3,672 0 28 Feb 2017
Fair prediction with disparate impact: A study of bias in recidivism prediction instruments Alexandra Chouldechova FaML 185 2,082 0 24 Oct 2016