marimo-flow/CITATION.cff at main · synapticore-io/marimo-flow · GitHub

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cff-version: 1.2.0
message: "If you use this software, please cite it as below."
title: "marimo-flow"
abstract: >-
  Reactive marimo notebooks for ML experimentation, with MLflow tracking,
  PINA physics-informed neural networks, and a multi-agent team built on
  pydantic-graph and Ollama Cloud.
type: software
authors:
  - family-names: Bethge
    given-names: Björn
    email: helloworld@synapticore.io
    orcid: "https://orcid.org/0009-0003-4500-0274"
repository-code: "https://github.com/synapticore-io/marimo-flow"
url: "https://github.com/synapticore-io/marimo-flow"
license: MIT
version: 0.3.1
date-released: "2026-04-28"
keywords:
  - marimo
  - mlflow
  - pina
  - physics-informed-neural-networks
  - pde-solver
  - reactive-notebooks
  - machine-learning
  - pydantic-ai
  - pydantic-graph
  - ollama
  - mcp
  - model-context-protocol
references:
  - type: article
    title: "Walrus: A Cross-Domain Foundation Model for Continuum Dynamics"
    authors:
      - family-names: McCabe
        given-names: Michael
      - family-names: Mukhopadhyay
        given-names: Payel
      - family-names: Marwah
        given-names: Tanya
      - family-names: Regaldo-Saint Blancard
        given-names: Bruno
      - family-names: Rozet
        given-names: Francois
      - family-names: Diaconu
        given-names: Cristiana
      - family-names: Meyer
        given-names: Lucas
      - family-names: Wong
        given-names: Kaze W. K.
      - family-names: Sotoudeh
        given-names: Hadi
      - family-names: Bietti
        given-names: Alberto
      - family-names: Espejo
        given-names: Irina
      - family-names: Fear
        given-names: Rio
      - family-names: Golkar
        given-names: Siavash
      - family-names: Hehir
        given-names: Tom
      - family-names: Hirashima
        given-names: Keiya
      - family-names: Krawezik
        given-names: Geraud
      - family-names: Lanusse
        given-names: Francois
      - family-names: Morel
        given-names: Rudy
      - family-names: Ohana
        given-names: Ruben
      - family-names: Parker
        given-names: Liam
      - family-names: Pettee
        given-names: Mariel
      - family-names: Shen
        given-names: Jeff
      - family-names: Cho
        given-names: Kyunghyun
      - family-names: Cranmer
        given-names: Miles
      - family-names: Ho
        given-names: Shirley
    year: 2025
    url: "https://arxiv.org/abs/2511.15684"
    notes: "arXiv:2511.15684 [cs.LG] — foundation model used via marimo_flow.core.FoundationModelAdapter"