Meta-Dataflows: Efficient Exploratory Dataflow Jobs
Summary: Meta-Dataflows (MDFs) model exploratory dataflow workflows with two primitives: explore and choose. Reuse intermediates, prune branches, and align memory planning with future access to accelerate exploratory runs (up to 90%). (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 2 of 2 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,122 | SystemDS: A Declarative Machine Learning System for the End-to-End Data Science Lifecycle | 2020 | CIDR | 9.4989076e-05 |
| 2,350 | An Intermediate Representation for Optimizing Machine Learning Pipelines | 2019 | VLDB | 8.9788641e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 8 of 8 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 339 | Optimization of Dynamic Query Evaluation Plans | 1994 | SIGMOD | 0.00026851113 |
| 508 | Dynamic Query Evaluation Plans | 1989 | SIGMOD | 0.00021463742 |
| 923 | Provenance and Scientific Workflows: Challenges and Opportunities | 2008 | SIGMOD | 0.0001527609 |
| 1,226 | Integrating Scale Out and Fault Tolerance in Stream Processing using Operator State Management | 2013 | SIGMOD | 0.00013180799 |
| 1,873 | An Architecture for Compiling UDF-centric Workflows | 2015 | VLDB | 0.00010253002 |
| 3,674 | An Approach to Optimize Data Processing in Business Processes | 2007 | VLDB | 6.8558403e-05 |
| 4,857 | The "Big Data" Ecosystem at LinkedIn | 2013 | SIGMOD | 5.8736144e-05 |
| 6,836 | An Algebraic Approach for Data-Centric Scientific Workflows | 2011 | VLDB | 4.9114673e-05 |
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