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Towards Lightweight Data Integration Using Multi-Workflow Provenance and Data Observability
10 references·1 citing·41 second hop
Towards Lightweight Data Integration Using Multi-Workflow Provenance and Data Observability (2023)Towards Lightweight Data Integration Usin…Workflow provenance in the lifecycle of scientific machine learning (2021)Workflow provenance in the li…WfCommons: A framework for enabling scientific workflow research and development (2021)WfCommons: A framework for en…The Pegasus workflow management system: Translational computer science in practice (2020)The Pegasus workflow manageme…Capturing and Analyzing Provenance from Spark-based Scientific Workflows with SAMbA-RaP (2020)Capturing and Analyzing Prove…Efficient Runtime Capture of Multiworkflow Data Using Provenance (2019)Efficient Runtime Capture of …noWorkflow (2017)noWorkflowYesWorkflow: A User-Oriented, Language-Independent Tool for Recovering Workflow Information from Scripts (2015)YesWorkflow: A User-Oriented,…FireWorks: a dynamic workflow system designed for high‐throughput applications (2015)FireWorks: a dynamic workflow…Towards supporting the life cycle of large scale scientific experiments (2010)Towards supporting the life c…Linking multiple workflow provenance traces for interoperable collaborative science (2010)Linking multiple workflow pro…Workflow Provenance in the Computing Continuum for Responsible, Trustworthy, and Energy-Efficient AI (2024)Workflow Provenance in the Co…Taverna: a tool for the composition and enactment of bioinformatics workflows (2004)Scientific workflow management and the Kepler system (2005)Galaxy: a comprehensive approach for supporting accessible, reproducible, and transparent computational research in the life sciences (2010)pyiron: An integrated development environment for computational materials science (2019)AiiDA 1.0, a scalable computational infrastructure for automated reproducible workflows and data provenance (2020)Workflows in AiiDA: Engineering a high-throughput, event-based engine for robust and modular computational workflows (2020)Bioconductor: open software development for computational biology and bioinformatics (2004)Vamsa: Automated Provenance Tracking in Data Science Scripts (2020)Outlining Traceability: A Principle for Operationalizing Accountability in Computing Systems (2021)Taverna: a tool for building and running workflows of services (2006)The Fourth Paradigm: Data-Intensive Scientific Discovery (2009)Achieving reproducibility by combining provenance with service and workflow versioning (2011)ProPub: Towards a Declarative Approach for Publishing Customized, Policy-Aware Provenance (2011)Toward data lakes as central building blocks for data management and analysis (2022)A survey of data provenance in e-science (2005)Workflows and e-Science: An overview of workflow system features and capabilities (2008)Capturing and querying workflow runtime provenance with PROV (2013)A Survey on Collecting, Managing, and Analyzing Provenance from Scripts (2019)Managing the Evolution of Dataflows with VisTrails (2006)Provenance for Computational Tasks: A Survey (2008)noWorkflow: Capturing and Analyzing Provenance of Scripts (2015)Fine-grained lineage for safer notebook interactions (2021)A survey on provenance: What for? What form? What from? (2017)Scientific workflows: Past, present and future (2017)PROV-IO (2022)PROV-IO: A Cross-Platform Provenance Framework for Scientific Data on HPC Systems (2024)2013 IEEE International Conference on Big Data (2013)Translational Research in Computer Science (2019)Perspectives on automated composition of workflows in the life sciences (2021)Using open-science workflow tools to produce SCEC CyberShake physics-based probabilistic seismic hazard models (2024)Provenance and scientific workflows (2008)FactSheets: Increasing trust in AI services through supplier's declarations of conformity (2019)MLflow2PROV: Extracting Provenance from Machine Learning Experiments (2023)Capturing end-to-end provenance for machine learning pipelines (2024)PROV-AGENT: Unified Provenance for Tracking AI Agent Interactions in Agentic Workflows (2025)Workflow Patterns (2003)Characterizing and profiling scientific workflows (2012)Common Workflow Language, draft 3 (2016)A Community Roadmap for Scientific Workflows Research and Development (2021)A terminology for scientific workflow systems (2025)WorkflowHub: a registry for computational workflows (2025)
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References

  • 2015FireWorks: a dynamic workflow system designed for high‐throughput applications548 cited
  • 2010Towards supporting the life cycle of large scale scientific experiments111 cited
  • 2015YesWorkflow: A User-Oriented, Language-Independent Tool for Recovering Workflow Information from Scripts103 cited
  • 2021WfCommons: A framework for enabling scientific workflow research and development68 cited
  • 2017noWorkflow59 cited
  • 2021Workflow provenance in the lifecycle of scientific machine learning46 cited
  • 2010Linking multiple workflow provenance traces for interoperable collaborative science37 cited
  • 2020The Pegasus workflow management system: Translational computer science in practice30 cited
  • 2020Capturing and Analyzing Provenance from Spark-based Scientific Workflows with SAMbA-RaP25 cited
  • 2019Efficient Runtime Capture of Multiworkflow Data Using Provenance23 cited

Cited by

  • 2024Workflow Provenance in the Computing Continuum for Responsible, Trustworthy, and Energy-Efficient AI11 cited

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