Apollo: A Dataset Profiling and Operator Modeling System
Summary: Apollo: a dataset profiling and operator modeling system for data-management tasks. It quantifies dataset similarities, embeds them in a low-dimensional space, and estimates analytics operator outputs for all inputs using ML with a small sample of executions. (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 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 11,611 | Ease.ml/snoopy in Action: Towards Automatic Feasibility Analysis for Machine Learning Application Development | 2020 | VLDB | 4.1905499e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 2 of 2 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 47 | Data Integration: A Theoretical Perspective | 2002 | PODS | 0.00069691761 |
| 3,878 | Data Canopy: Accelerating Exploratory Statistical Analysis | 2017 | SIGMOD | 6.6669911e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 7,067 | Smart Drill-Down: A New Data Exploration Operator | 2015 | VLDB | 4.8387221e-05 |
| 11,882 | Graph-based Exploration of Non-graph Datasets | 2016 | VLDB | 4.1905499e-05 |
| 11,655 | Query-Driven Learning for Next Generation Predictive Modeling & Analytics | 2019 | SIGMOD | 4.1905499e-05 |
| 5,867 | ABS: a System for Scalable Approximate Queries with Accuracy Guarantees | 2014 | SIGMOD | 5.2933639e-05 |
| 9,862 | Large Scale Graph Mining with G-Miner | 2019 | SIGMOD | 4.2641627e-05 |
| 5,625 | High Performance Distributed OLAP on Property Graphs with Grasper | 2020 | SIGMOD | 5.4048567e-05 |
| 13,474 | OPAvion: Mining and Visualization in Large Graphs | 2012 | SIGMOD | - |
| 8,633 | Demonstration: MacroBase, A Fast Data Analysis Engine | 2017 | SIGMOD | 4.4759033e-05 |
| 11,744 | Declarative and distributed graph analytics with GRADOOP | 2018 | VLDB | 4.1905499e-05 |
| 8,472 | DataProf: Semantic Profiling for Iterative Data Cleansing and Business Rule Acquisition | 2018 | SIGMOD | 4.4985733e-05 |