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The Fast and the Private: Task-based Dataset Search
Summary: Mileena uses pre-computed semi-ring sketches to rapidly evaluate joins/unions that augment a requester's dataset for task-driven ML, enabling low-latency training and evaluation over large corpora. Introduces a Factorized Privacy Mechanism for scalable differential privacy with minimal utility loss, and integrates LLM-based transformation agents plus semi-ring extensions for causal discovery and treatment-effect estimation.
(summarized by gpt-5-mini on Feb 09 2026)
- Paper ID
- 519
- Venue
- CIDR
- Year
- 2024
- Pagerank
- 5.2179192e-05
- Overall Rank
- 6,081 | 57.74%
- DOI
-
-
Incoming Non-self Citations Over Time
Incoming Citations (Sorted by Pagerank)
Showing 4 of 4 citing papers.
Outgoing Citations (Sorted by Pagerank)
Showing 16 of 16 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank |
Cited Paper |
Year |
Venue |
Pagerank |
| 451 |
Towards Practical Differential Privacy for SQL Queries |
2018 |
VLDB |
0.00022807098 |
| 516 |
Can Foundation Models Wrangle Your Data? |
2023 |
VLDB |
0.00021194444 |
| 564 |
FAQ: Questions Asked Frequently |
2016 |
PODS |
0.00020002796 |
| 832 |
Learning Linear Regression Models over Factorized Joins |
2016 |
SIGMOD |
0.00016089705 |
| 1,340 |
HoloDetect: Few-Shot Learning for Error Detection |
2019 |
SIGMOD |
0.00012492795 |
| 1,454 |
Causal Relational Learning |
2020 |
SIGMOD |
0.00011921443 |
| 1,462 |
ARDA: Automatic Relational Data Augmentation for Machine Learning |
2020 |
VLDB |
0.00011866333 |
| 1,742 |
Auctus: A Dataset Search Engine for Data Discovery and Augmentation |
2021 |
VLDB |
0.00010695388 |
| 2,898 |
Privacy at Scale: Local Differential Privacy in Practice |
2018 |
SIGMOD |
7.9497751e-05 |
| 3,754 |
Data Acquisition for Improving Machine Learning Models |
2021 |
VLDB |
6.7830341e-05 |
| 5,753 |
Practical Differential Privacy via Grouping and Smoothing |
2013 |
VLDB |
5.33923e-05 |
| 5,982 |
Responsible Data Integration: Next-generation Challenges |
2022 |
SIGMOD |
5.2409386e-05 |
| 6,445 |
Causal Data Integration |
2023 |
VLDB |
5.0539192e-05 |
| 7,401 |
Frequency Estimation Under Multiparty Differential Privacy: One-shot and Streaming |
2022 |
VLDB |
4.7351747e-05 |
| 7,490 |
Saibot: A Differentially Private Data Search Platform |
2023 |
VLDB |
4.7135369e-05 |
| 7,920 |
JoinBoost: Grow Trees Over Normalized Data Using Only SQL |
2023 |
VLDB |
4.6120304e-05 |
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Paper |
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Venue |
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| 11,253 |
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VLDB |
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| 13,123 |
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- |
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| 10,449 |
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| 10,341 |
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VLDB |
4.1905499e-05 |
| 10,508 |
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SIGMOD |
4.1905499e-05 |
| 4,006 |
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SIGMOD |
6.5371762e-05 |
| 7,490 |
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VLDB |
4.7135369e-05 |