Pythia: Data Dependent Differentially Private Algorithm Selection
Summary: Pythia, a data-dependent meta-algorithm, learns data properties to pick the best DP algorithm. End-to-end DP system that tests low-sensitivity properties and applies the chosen algorithm, improving histograms, 1- and 2-D range queries, and Naive Bayes. (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 |
|---|---|---|---|---|
| 4,504 | ϵktelo: A Framework for Defining Differentially-Private Computations | 2018 | SIGMOD | 6.1307972e-05 |
| 8,000 | Optimizing Fitness-For-Use of Differentially Private Linear Queries | 2021 | VLDB | 4.6061476e-05 |
| 8,412 | Differentially Private Hierarchical Count-of-Counts Histograms | 2018 | VLDB | 4.5142126e-05 |
| 9,423 | Free Gap Information from the Differentially Private Sparse Vector and Noisy Max Mechanisms | 2020 | VLDB | 4.3399748e-05 |
| 13,344 | DIAS: Differentially Private Interactive Algorithm Selection using Pythia | 2017 | SIGMOD | - |
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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 |
|---|---|---|---|---|
| 178 | Boosting the Accuracy of Differentially Private Histograms Through Consistency | 2010 | VLDB | 0.00037726596 |
| 326 | Optimal Histograms with Quality Guarantees | 1998 | VLDB | 0.0002737538 |
| 714 | Understanding Hierarchical Methods for Differentially Private Histograms | 2013 | VLDB | 0.00017670757 |
| 1,928 | A Data- and Workload-Aware Algorithm for Range Queries Under Differential Privacy | 2014 | VLDB | 0.00010062105 |
| 2,461 | Principled Evaluation of Differentially Private Algorithms using DPBench | 2016 | SIGMOD | 8.7486072e-05 |
| 3,912 | DPT: Differentially Private Trajectory Synthesis Using Hierarchical Reference Systems | 2015 | VLDB | 6.6332886e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,928 | A Data- and Workload-Aware Algorithm for Range Queries Under Differential Privacy | 2014 | VLDB | 0.00010062105 |
| 12,625 | Privacy in Data Systems | 2003 | PODS | 4.1905499e-05 |
| 10,366 | Private Synthetic Data Generation in Bounded Memory | 2025 | PODS | 4.1905499e-05 |
| 3,178 | Bayesian Differential Privacy on Correlated Data | 2015 | SIGMOD | 7.4350161e-05 |
| 1,740 | PrivateSQL: A Differentially Private SQL Query Engine | 2019 | VLDB | 0.00010696383 |
| 10,041 | A General Framework for Per-record Differential Privacy | 2026 | SIGMOD | 4.1905499e-05 |
| 2,436 | Optimizing error of high-dimensional statistical queries under differential privacy | 2018 | VLDB | 8.8217855e-05 |
| 1,446 | PrivBayes: Private Data Release via Bayesian Networks | 2014 | SIGMOD | 0.00011931212 |
| 83 | Privacy Integrated Queries: An Extensible Platform for Privacy-Preserving Data Analysis | 2009 | SIGMOD | 0.00053910987 |
| 13,344 | DIAS: Differentially Private Interactive Algorithm Selection using Pythia | 2017 | SIGMOD | - |