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 |
|---|---|---|---|---|
| 4,502 | ϵktelo: A Framework for Defining Differentially-Private Computations | 2018 | SIGMOD | 6.1366984e-05 |
| 7,997 | Optimizing Fitness-For-Use of Differentially Private Linear Queries | 2021 | VLDB | 4.6105691e-05 |
| 8,418 | Differentially Private Hierarchical Count-of-Counts Histograms | 2018 | VLDB | 4.5183077e-05 |
| 9,417 | Free Gap Information from the Differentially Private Sparse Vector and Noisy Max Mechanisms | 2020 | VLDB | 4.3441378e-05 |
| 13,331 | 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 | 0.00037697111 |
| 326 | Optimal Histograms with Quality Guarantees | 1998 | VLDB | 0.00027358981 |
| 719 | Understanding Hierarchical Methods for Differentially Private Histograms | 2013 | VLDB | 0.00017626484 |
| 1,935 | A Data- and Workload-Aware Algorithm for Range Queries Under Differential Privacy | 2014 | VLDB | 0.00010032967 |
| 2,465 | Principled Evaluation of Differentially Private Algorithms using DPBench | 2016 | SIGMOD | 8.7518123e-05 |
| 3,907 | DPT: Differentially Private Trajectory Synthesis Using Hierarchical Reference Systems | 2015 | VLDB | 6.6395929e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,935 | A Data- and Workload-Aware Algorithm for Range Queries Under Differential Privacy | 2014 | VLDB | 0.00010032967 |
| 12,616 | Privacy in Data Systems | 2003 | PODS | 4.1945683e-05 |
| 10,354 | Private Synthetic Data Generation in Bounded Memory | 2025 | PODS | 4.1945683e-05 |
| 3,172 | Bayesian Differential Privacy on Correlated Data | 2015 | SIGMOD | 7.4411955e-05 |
| 1,738 | PrivateSQL: A Differentially Private SQL Query Engine | 2019 | VLDB | 0.00010720057 |
| 10,041 | A General Framework for Per-record Differential Privacy | 2026 | SIGMOD | 4.1945683e-05 |
| 2,434 | Optimizing error of high-dimensional statistical queries under differential privacy | 2018 | VLDB | 8.8278955e-05 |
| 1,446 | PrivBayes: Private Data Release via Bayesian Networks | 2014 | SIGMOD | 0.0001194108 |
| 83 | Privacy Integrated Queries: An Extensible Platform for Privacy-Preserving Data Analysis | 2009 | SIGMOD | 0.00053933811 |
| 13,331 | DIAS: Differentially Private Interactive Algorithm Selection using Pythia | 2017 | SIGMOD | - |