Data-oriented architecture survey published in ACM Computing Surveys
Christian Cabrera and colleagues publish the survey of how deployed machine learning systems follow data-oriented architecture, in ACM Computing Surveys.
Biography
Christian leads the Interfaces research programme at ML@CL. His work develops interpretable, self-sustaining multi-agent AI systems for real-world deployment, building on data-oriented architectures and the AutoAI project. Clinical validation includes the aICU partnership with Karolinska Institutet.
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Related News
24 September 2025
27 February 2023
New survey on adoption of data-oriented architecture
A new survey from the ML@CL group explores adoption of Data-Oriented Architecture paradigm for ML deployment.
7 June 2022
AutoAI strategic research agenda published
The AutoAI team sets out a roadmap for AI-assisted design, monitoring and maintenance of machine learning systems — from innovation to safe deployment.
Related Events
29 September 2026
Fourth UK AI Conference in Nottingham
The UK AI Conference returns on 29–30 September 2026 at the Hilton Nottingham, with support from the Somabotics Turing AI Fellowship. Neil chairs; Christian Cabrera serves on the programme committee.
8 June 2026
ML@CL research days
Two days of group talks at Queens’ and Pembroke, with dinner in Grantchester and an open afternoon for collaboration.
30 March 2026
Sorrento Meeting marks twenty years of PMLR
The 2026 Sorrento Meeting centred on the future of machine learning publishing, celebrating two decades of the Proceedings of Machine Learning Research.
Recent Publications
iFogSim-Placement: A Simulation Framework for Edge Service Placement
Proceedings of the 21st International Conference on Software Engineering for Adaptive and Self-Managing Systems (SEAMS 2026), :253-258
Prompt Variability Effects on LLM Code Generation
Third International Workshop on Large Language Models for Code (LLM4Code 2026), co-located with ICSE 2026, :
LLM Performance for Code Generation on Noisy Tasks
:
Machine Learning Systems: A Survey from a Data-Oriented Perspective
ACM Computing Surveys, :
Requirements are All You Need: The Final Frontier for End-User Software Engineering
ACM Transactions on Software Engineering and Methodology, :