Dias: Dynamic Rewriting of Pandas Code
Summary: Dynamic, cross-library source-to-source rewriting of Pandas code for ad-hoc EDA; fine-grained dynamic preconditions ensure safe rewrites. Dias rewrites notebook cells to speed up EDA, up to 57x vs pandas, 1909x vs modin, and 3.6x notebook-wide gains. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Stefanos Baziotis
- 2. Daniel Kang
- 3. Charith Mendis
Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 6,378 | Mitigating the Impedance Mismatch between Prediction Query Execution and Database Engine | 2025 | SIGMOD | 5.0909804e-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 |
|---|---|---|---|---|
| 2,954 | Magpie: Python at Speed and Scale using Cloud Backends | 2021 | CIDR | 7.8262582e-05 |
| 3,763 | Flexible Rule-Based Decomposition and Metadata Independence in Modin: A Parallel Dataframe System | 2022 | VLDB | 6.7801795e-05 |
| 4,773 | PolyFrame: A Retargetable Query-based Approach to Scaling Dataframes | 2021 | VLDB | 5.9320139e-05 |
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| 13,291 | Towards Understanding Data Analysis Workflows using a Large Notebook Corpus | 2019 | SIGMOD | - |
| 3,763 | Flexible Rule-Based Decomposition and Metadata Independence in Modin: A Parallel Dataframe System | 2022 | VLDB | 6.7801795e-05 |
| 4,813 | Putting Pandas in a Box | 2021 | CIDR | 5.9049746e-05 |
| 1,427 | Towards Scalable Dataframe Systems | 2020 | VLDB | 0.0001204248 |
| 2,896 | Evaluating End-to-End Optimization for Data Analytics Applications in Weld | 2018 | VLDB | 7.9452051e-05 |
| 5,981 | DataPrep.EDA: Task-Centric Exploratory Data Analysis for Statistical Modeling in Python | 2021 | SIGMOD | 5.2448986e-05 |