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From Prototype to Promise: MaRDIFlow Charts the Future of Math Computing

2 Jun 2025

MaRDIFlow delivers FAIR workflow automation for mathematical sciences through abstract I/O objects, multi-layered descriptions, and ELN integration.

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Case Studies in MaRDIFlow: Methanization and Cahn-Hilliard Equation Implementations

2 Jun 2025

MaRDIFlow examples: CO2 methanization reactor (nonlinear PDEs) and binary alloy spinodal decomposition (Cahn-Hilliard equation) workflows.

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Technical Implementation of MaRDIFlow: Metadata-Driven Workflow Abstraction

2 Jun 2025

MaRDIFlow uses abstract I/O objects with metadata to create multi-level, redundant workflow descriptions enabling reproducible CSE experiments.

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Existing Workflow Solutions: Analyzing Jupyter, CWL, Galaxy, and FMI for Reproducibility

2 Jun 2025

Reviews Jupyter, CWL, Galaxy, FMI for workflow reproducibility. Each has limitations: static nature, incomplete provenance, lack of multi-level abstraction.

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New Framework Makes Scientific Computing Workflows Truly Reproducible

2 Jun 2025

MaRDIFlow automates CSE workflow abstraction with ontology-based metadata, multi-layered descriptions, and FAIR principles for reproducible science.

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Bridging Computational Notions of Depth: Working Towards the Proof of Lemma 3

18 Jan 2025

Here's how we worked towards the proof of Lemma 3.

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Bridging Computational Notions of Depth: Variants of Strong Depth

17 Jan 2025

Can we equivalently characterize strong depth by replacing the discrete semimeasures in the definition with continuous semimeasures?

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Bridging Computational Notions of Depth: Here's Why Strong Depth is Negligible

17 Jan 2025

The class of strongly deep sequences is negligible. Here's how we know.

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Bridging Computational Notions of Depth: Members of Deep Classes

16 Jan 2025

Introducing the members of deep classes and proving that they are strongly deep.