PolyFrame: A Retargetable Query-based Approach to Scaling Dataframes
Summary: Retargets AFrame from AsterixDB to a backend-agnostic, query-based layer for scalable DataFrame analytics. Introduces PolyFrame, preserving Pandas API while incrementally shaping queries for diverse composable languages across DBMS backends. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
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Incoming Citations (Sorted by Pagerank)
Showing 5 of 5 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,260 | Query Processing on Tensor Computation Runtimes | 2022 | VLDB | 7.3091312e-05 |
| 6,898 | Decentralized Actor Scheduling and Reference-based Storage in Xorbits: a Native Scalable Data Science Engine | 2025 | VLDB | 4.8878659e-05 |
| 9,910 | Dias: Dynamic Rewriting of Pandas Code | 2024 | SIGMOD | 4.2524493e-05 |
| 11,027 | SplitDF: Splitting Dataframes for Memory-Efficient Data Analysis | 2024 | VLDB | 4.1905499e-05 |
| 11,451 | Wisconsin Benchmark Data Generator: To JSON and Beyond | 2021 | SIGMOD | 4.1905499e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 6 of 6 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 66 | Spark SQL: Relational Data Processing in Spark | 2015 | SIGMOD | 0.00061707583 |
| 1,427 | Towards Scalable Dataframe Systems | 2020 | VLDB | 0.00012033503 |
| 1,437 | AsterixDB: A Scalable, Open Source BDMS | 2014 | VLDB | 0.00011973401 |
| 2,955 | Magpie: Python at Speed and Scale using Cloud Backends | 2021 | CIDR | 7.8188583e-05 |
| 3,536 | Scaling Spark in the Real World: Performance and Usability | 2015 | VLDB | 6.9938207e-05 |
| 4,813 | Putting Pandas in a Box | 2021 | CIDR | 5.8993009e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 9,422 | When sweet and cute isn't enough anymore: Solving scalability issues in Python Pandas with Grizzly | 2020 | CIDR | 4.3399748e-05 |
| 4,813 | Putting Pandas in a Box | 2021 | CIDR | 5.8993009e-05 |
| 2,955 | Magpie: Python at Speed and Scale using Cloud Backends | 2021 | CIDR | 7.8188583e-05 |
| 7,410 | On Scale Independence for Querying Big Data | 2014 | PODS | 4.7320027e-05 |
| 6,539 | ConnectorX: Accelerating Data Loading From Databases to Dataframes | 2022 | VLDB | 5.0168759e-05 |
| 3,772 | Flexible Rule-Based Decomposition and Metadata Independence in Modin: A Parallel Dataframe System | 2022 | VLDB | 6.7736479e-05 |
| 8,917 | DQDF: Data-Quality-Aware Dataframes | 2022 | VLDB | 4.4229886e-05 |
| 9,369 | An IDEA: An Ingestion Framework for Data Enrichment in AsterixDB | 2019 | VLDB | 4.3464471e-05 |
| 7,796 | Large-scale Complex Analytics on Semi-structured Datasets using AsterixDB and Spark | 2016 | VLDB | 4.6438468e-05 |
| 1,427 | Towards Scalable Dataframe Systems | 2020 | VLDB | 0.00012033503 |