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Fine-Grained Lineage for Safer Notebook Interactions

Summary: nbsafety, a Jupyter kernel, attaches fine-grained lineage to cell execution and global notebook state via runtime tracing and static analysis. Prevents unsafe interactions while preserving semantics; evaluated on 666 sessions, detects 117 safety issues, and guides reruns ~7× more than random. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
12487
Venue
VLDB
Year
2021
Pagerank
5.9873765e-05
Overall Rank
6,071 | 58.35%
DOI
10.14778/3447689.3447712

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{macke_vldb21,
        title = {{Fine-Grained Lineage for Safer Notebook Interactions}},
        author = {Macke, Stephen and Gong, Hongpu and Lee, Doris Jung-Lin and Head, Andrew and Xin, Doris and Parameswaran, Aditya},
        journal = {PVLDB},
        series = {{VLDB} '21},
        volume = {14},
        number = {6},
        pages = {1093--1101},
        doi = {10.14778/3447689.3447712},
        url = {https://doi.org/10.14778/3447689.3447712},
        year = {2021}
}

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