Software Architecture for ML-based Systems: What Exists and What Lies Ahead

14 March 2021

Papers citing "Software Architecture for ML-based Systems: What Exists and What Lies Ahead"

9 / 9 papers shown

Title
Maintainability Challenges in ML: A Systematic Literature Review Karthik Shivashankar Antonio Martini 30 9 0 17 Aug 2024
A Synthesis of Green Architectural Tactics for ML-Enabled Systems Heli Järvenpää Patricia Lago Justus Bogner Grace A. Lewis H. Muccini Ipek Ozkaya 36 19 0 15 Dec 2023
Towards Self-Adaptive Machine Learning-Enabled Systems Through QoS-Aware Model Switching Shubham Shantanu Kulkarni Arya Marda Karthik Vaidhyanathan 13 6 0 19 Aug 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
Responsible AI Pattern Catalogue: A Collection of Best Practices for AI Governance and Engineering Qinghua Lu Liming Zhu Xiwei Xu Jon Whittle Didar Zowghi Aurelie Jacquet AI4TS 41 56 0 12 Sep 2022
Modeling Quality and Machine Learning Pipelines through Extended Feature Models Giordano dÁloisio A. Marco Giovanni Stilo 16 7 0 15 Jul 2022
Sequential Recommendation Model for Next Purchase Prediction Xin Chen Alex Reibman Sanjay Arora 16 3 0 06 Jul 2022
The Vision of Self-Evolving Computing Systems Danny Weyns T. Baeck René Vidal Xin Yao A. Belbachir 25 5 0 14 Apr 2022
Software Engineering for Responsible AI: An Empirical Study and Operationalised Patterns Qinghua Lu Liming Zhu Xiwei Xu Jon Whittle David M. Douglas Conrad Sanderson 12 35 0 18 Nov 2021