Engineering AI Systems: A Research Agenda

Engineering AI Systems: A Research Agenda

16 January 2020

Helena Holmström Olsson

Papers citing "Engineering AI Systems: A Research Agenda"

16 / 16 papers shown

Title
Engineering Artificial Intelligence: Framework, Challenges, and Future Direction Jay Lee Hanqi Su Dai-Yan Ji Takanobu Minami AI4CE 48 0 0 03 Apr 2025
A Large-Scale Study of Model Integration in ML-Enabled Software Systems Yorick Sens Henriette Knopp Sven Peldszus Thorsten Berger AIFin 31 2 0 12 Aug 2024
Design Patterns for AI-based Systems: A Multivocal Literature Review and Pattern Repository Lukas Heiland Marius Hauser Justus Bogner AI4TS 24 8 0 23 Mar 2023
A Compositional Approach to Creating Architecture Frameworks with an Application to Distributed AI Systems Hans-Martin Heyn E. Knauss Patrizio Pelliccione AI4CE 18 16 0 27 Dec 2022
Empowering the trustworthiness of ML-based critical systems through engineering activities J. Mattioli Agnès Delaborde Souhaiel Khalfaoui Freddy Lecue H. Sohier F. Jurie 17 2 0 30 Sep 2022
Modeling Quality and Machine Learning Pipelines through Extended Feature Models Giordano dÁloisio A. Marco Giovanni Stilo 16 7 0 15 Jul 2022
Ergo, SMIRK is Safe: A Safety Case for a Machine Learning Component in a Pedestrian Automatic Emergency Brake System Markus Borg Jens Henriksson Kasper Socha Olof Lennartsson Elias Sonnsjo Lonegren T. Bui Piotr Tomaszewski S. Sathyamoorthy Sebastian Brink M. H. Moghadam 22 23 0 16 Apr 2022
Exploring ML testing in practice -- Lessons learned from an interactive rapid review with Axis Communications Qunying Song Markus Borg Emelie Engström H. Ardö Sergio Rico 14 10 0 30 Mar 2022
Data Smells: Categories, Causes and Consequences, and Detection of Suspicious Data in AI-based Systems Harald Foidl Michael Felderer Rudolf Ramler 13 31 0 19 Mar 2022
Collaboration Challenges in Building ML-Enabled Systems: Communication, Documentation, Engineering, and Process Nadia Nahar Shurui Zhou Grace A. Lewis Christian Kastner VLM 37 126 0 19 Oct 2021
AI Total: Analyzing Security ML Models with Imperfect Data in Production Awalin Sopan Konstantin Berlin 21 2 0 13 Oct 2021
Requirement Engineering Challenges for AI-intense Systems Development Hans-Martin Heyn E. Knauss Amna Pir Muhammad O. Eriksson Jennifer Linder P. Subbiah S. K. Pradhan Sagar Tungal 22 33 0 18 Mar 2021
Software Architecture for ML-based Systems: What Exists and What Lies Ahead H. Muccini Karthik Vaidhyanathan AI4TS 17 38 0 14 Mar 2021
A Software Engineering Perspective on Engineering Machine Learning Systems: State of the Art and Challenges G. Giray 27 120 0 14 Dec 2020
The AIQ Meta-Testbed: Pragmatically Bridging Academic AI Testing and Industrial Q Needs Markus Borg 14 15 0 11 Sep 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