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10/05/2021
A Community Roadmap for Scientific Workflows Research and Development
The landscape of workflow systems for scientific applications is notorio...
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06/09/2021
Workflows Community Summit: Advancing the State-of-the-art of Scientific Workflows Management Systems Research and Development
Scientific workflows are a cornerstone of modern scientific computing, a...
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03/16/2021
Workflows Community Summit: Bringing the Scientific Workflows Community Together
Scientific workflows have been used almost universally across scientific...
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11/02/2020
Collective Knowledge: organizing research projects as a database of reusable components and portable workflows with common APIs
This article provides the motivation and overview of the Collective Know...
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06/12/2020
The Collective Knowledge project: making ML models more portable and reproducible with open APIs, reusable best practices and MLOps
This article provides an overview of the Collective Knowledge technology...
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01/22/2020
CodeReef: an open platform for portable MLOps, reusable automation actions and reproducible benchmarking
We present CodeReef - an open platform to share all the components neces...
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03/31/2019
SysML'19 demo: customizable and reusable Collective Knowledge pipelines to automate and reproduce machine learning experiments
Reproducing, comparing and reusing results from machine learning and sys...
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03/29/2019
SysML: The New Frontier of Machine Learning Systems
Machine learning (ML) techniques are enjoying rapidly increasing adoptio...
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06/19/2018
A model-driven approach for a new generation of adaptive libraries
Efficient high-performance libraries often expose multiple tunable param...
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01/19/2018
A Collective Knowledge workflow for collaborative research into multi-objective autotuning and machine learning techniques
Developing efficient software and hardware has never been harder whether...
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01/19/2018
Introducing ReQuEST: an Open Platform for Reproducible and Quality-Efficient Systems-ML Tournaments
Co-designing efficient machine learning based systems across the whole h...
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08/11/2013