AutoML in The Wild: Obstacles, Workarounds, and Expectations

AutoML in The Wild: Obstacles, Workarounds, and Expectations

21 February 2023

Papers citing "AutoML in The Wild: Obstacles, Workarounds, and Expectations"

11 / 11 papers shown

Title
Position: A Call to Action for a Human-Centered AutoML Paradigm Marius Lindauer Florian Karl A. Klier Julia Moosbauer Alexander Tornede Andreas Mueller Frank Hutter Matthias Feurer Bernd Bischl 41 6 0 05 Jun 2024
Generative AI in the Wild: Prospects, Challenges, and Strategies Yuan Sun Eunchae Jang Fenglong Ma Ting Wang 34 21 0 03 Apr 2024
Evolving machine learning workflows through interactive AutoML Rafael Barbudo Aurora Ramírez José Raúl Romero 16 1 0 28 Feb 2024
Human-Centered AI Product Prototyping with No-Code AutoML: Conceptual Framework, Potentials and Limitations Mario Truss Marc Schmitt 21 1 0 06 Feb 2024
Assessing the Use of AutoML for Data-Driven Software Engineering Fabio Calefato L. Quaranta F. Lanubile Marcos Kalinowski 32 7 0 20 Jul 2023
Trustworthy, responsible, ethical AI in manufacturing and supply chains: synthesis and emerging research questions Alexandra Brintrup George Baryannis Ashutosh Tiwari S. Ratchev Giovanna Martínez-Arellano Jatinder Singh 26 3 0 19 May 2023
Whither AutoML? Understanding the Role of Automation in Machine Learning Workflows Doris Xin Eva Yiwei Wu D. Lee Niloufar Salehi Aditya G. Parameswaran 50 91 0 13 Jan 2021
AutoML to Date and Beyond: Challenges and Opportunities Shubhra (Santu) Karmaker Md. Mahadi Hassan Micah J. Smith Lei Xu Chengxiang Zhai K. Veeramachaneni 73 225 0 21 Oct 2020
Trust in Data Science: Collaboration, Translation, and Accountability in Corporate Data Science Projects Samir Passi S. Jackson 171 108 0 09 Feb 2020
Human-AI Collaboration in Data Science: Exploring Data Scientists' Perceptions of Automated AI Dakuo Wang Justin D. Weisz Michael J. Muller Parikshit Ram Werner Geyer Casey Dugan Y. Tausczik Horst Samulowitz Alexander G. Gray 178 308 0 05 Sep 2019
A Survey on Bias and Fairness in Machine Learning Ninareh Mehrabi Fred Morstatter N. Saxena Kristina Lerman Aram Galstyan SyDa FaML 323 4,212 0 23 Aug 2019