Bolt-on, Compact, and Rapid Program Slicing for Notebooks
Summary: We present nbslicer, a bolt-on dynamic slicer for notebooks that resolves data dependencies and is switchable to cut overhead. It yields accurate backward and forward slices (66%/54% smaller vs static), boosting reproducibility and faster re-execution. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Shreya Shankar
- 2. Stephen Macke
- 3. Sarah Chasins
- 4. Andrew Head
- 5. Aditya Parameswaran
Incoming Citations (Sorted by Pagerank)
Showing 3 of 3 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 9,911 | ElasticNotebook: Enabling Live Migration for Computational Notebooks | 2024 | VLDB | 4.2524493e-05 |
| 10,444 | Demo of Kishu: Time-Traveling for Computational Notebooks | 2025 | SIGMOD | 4.1905499e-05 |
| 10,892 | Kishu: Time-Traveling for Computational Notebooks | 2025 | VLDB | 4.1905499e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 3 of 3 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 921 | Provenance and Scientific Workflows: Challenges and Opportunities | 2008 | SIGMOD | 0.00015261463 |
| 2,462 | noWorkflow: a Tool for Collecting, Analyzing, and Managing Provenance from Python Scripts | 2017 | VLDB | 8.7477473e-05 |
| 6,405 | Fine-Grained Lineage for Safer Notebook Interactions | 2021 | VLDB | 5.0707934e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,254 | Auto-Suggest: Learning-to-Recommend Data Preparation Steps Using Data Science Notebooks | 2020 | SIGMOD | 7.3172324e-05 |
| 9,910 | Dias: Dynamic Rewriting of Pandas Code | 2024 | SIGMOD | 4.2524493e-05 |
| 6,295 | Your notebook is not crumby enough, REPLace it | 2020 | CIDR | 5.1200006e-05 |
| 1,942 | SliceLine: Fast, Linear-Algebra-based Slice Finding for ML Model Debugging | 2021 | SIGMOD | 0.00010010569 |
| 10,444 | Demo of Kishu: Time-Traveling for Computational Notebooks | 2025 | SIGMOD | 4.1905499e-05 |
| 13,304 | Towards Understanding Data Analysis Workflows using a Large Notebook Corpus | 2019 | SIGMOD | - |
| 10,892 | Kishu: Time-Traveling for Computational Notebooks | 2025 | VLDB | 4.1905499e-05 |
| 13,243 | Automating State Management in Computational Notebooks | 2021 | CIDR | - |
| 9,911 | ElasticNotebook: Enabling Live Migration for Computational Notebooks | 2024 | VLDB | 4.2524493e-05 |
| 6,405 | Fine-Grained Lineage for Safer Notebook Interactions | 2021 | VLDB | 5.0707934e-05 |