… In this work, we leverage workflow provenance techniques to build a holistic view to
support the lifecycle of scientific ML. We contribute with (i) characterization of the lifecycle and …

… the provenance and performance data of these workflows, we … captures provenance and
enables detailed single workflow … of both workflows—biomolecular and high-energy physics—…

… assisted by carefully documenting the data provenance and the data validation principles. …
new models the full software stack implementing the entire ALEPH workflow is still necessary. …

… In this paper, we survey workflow engines used in data-… such as astronomy, high energy
physics, earth system science, … the provenance of the workflow execution results and workflow …

… Therefore, we illustrate our provenance model by using the workflow presented in the
previous section as an example, demonstrating the logical … 0.394 high-energy physics 0.395 …

… high-energy X-rays are hosted. The experimental techniques include high-energy diffraction
microscopy and high-energy … text file for debugging or data provenance needs. The reduced …

… make use of prevalent workflow structures. Researchers pointed … that closely map research
workflows to preservation templates. … , automation of common workflow steps can increase …

… High Energy Physics (HEP) and Nuclear Physics (NP). … built and pushed into the OpenShift
Origin system deployed at ORNL. … on network configuration within Origin system and the next …

… as Oil & Gas, High-energy Physics, and Healthcare [3]–[5]. … workflow provenance
schema is not a goal in this paper, we reuse a provenance schema that can establish multi-workflow …

… It is now time for ‘multi-provenance’ astronomy; integrating … have described into a fully
developed workflow similar to what is … fields, such as high-energy physics 108 and astronomy 109 …