Automating State Management in Computational Notebooks
Summary: Automates management of implicit mutable state in Jupyter notebooks to enable reproducible, order-independent execution and tighter interactive feedback. Uses provenance tracking, cell-dependency analysis, and automated checkpoints/rollback to reconcile exploration with correctness. (summarized by gpt-5-mini on Feb 09 2026)
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Authors
- 1. Stephen Macke (University of California Berkeley; University of Illinois Urbana-Champaign)
BibTeX Citation
@inproceedings{macke_cidr21,
address = {Amsterdam, Netherlands},
series = {{CIDR} '21},
title = {{Automating State Management in Computational Notebooks}},
booktitle = {Proceedings of the {Conference} on {Innovative} {Data} {Systems} {Research}},
author = {Macke, Stephen},
year = {2021}
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| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 6,071 | Fine-Grained Lineage for Safer Notebook Interactions | 2021 | VLDB | 5.9873765e-05 |
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