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SPECIAL: Synopsis Assisted Secure Collaborative Analytics

Summary: SPECIAL introduces synopsis‑assisted secure collaborative analytics: pay a one‑time DP cost to publish private synopses that enable precomputed compaction estimates and encrypted indexes for advanced, offline query planning. Guarantees bounded privacy loss and lossless multi‑join processing via one‑sided noise and private upper bounds, delivering orders‑of‑magnitude improvements in latency, memory, and cumulative privacy vs prior SCA systems. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
13776
Venue
VLDB
Year
2025
Pagerank
4.1945683e-05
Overall Rank
10,531 | 26.74%
DOI
10.14778/3717755.3717764

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Showing 19 of 19 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
102 The Case for Learned Index Structures 2018 SIGMOD 0.00049545203
488 TiDB: A Raft-based HTAP Database 2020 VLDB 0.000220409
1,465 No Free Lunch in Data Privacy 2011 SIGMOD 0.00011860847
1,638 Cardinality Estimation in DBMS: A Comprehensive Benchmark Evaluation 2022 VLDB 0.00011049779
1,683 Cardinality Estimation: An Experimental Survey 2018 VLDB 0.00010922679
1,738 PrivateSQL: A Differentially Private SQL Query Engine 2019 VLDB 0.00010720057
2,119 Two Can Keep a Secret: A Distributed Architecture for Secure Database Services 2005 CIDR 9.5090272e-05
2,673 Shrinkwrap: Efficient SQL Query Processing in Differentially Private Data Federations 2019 VLDB 8.3333418e-05
2,806 CryptEpsilon: Crypto-Assisted Differential Privacy on Untrusted Servers 2020 SIGMOD 8.0911177e-05
3,024 Secure Yannakakis: Join-Aggregate Queries over Private Data 2021 SIGMOD 7.692511e-05
3,159 Towards Practical Oblivious Join 2022 SIGMOD 7.4630494e-05
4,036 Adore: Differentially Oblivious Relational Database Operators 2023 VLDB 6.5089579e-05
4,523 Simplicity Done Right for Join Ordering 2021 CIDR 6.1135504e-05
5,491 R2T: Instance-optimal Truncation for Differentially Private Query Evaluation with Foreign Keys 2022 SIGMOD 5.4776364e-05
5,519 IncShrink: Architecting Efficient Outsourced Databases using Incremental MPC and Differential Privacy 2022 SIGMOD 5.4619886e-05
5,920 SDB: A Secure Query Processing System with Data Interoperability 2015 VLDB 5.2727262e-05
7,196 Longshot: Indexing Growing Databases using MPC and Differential Privacy 2023 VLDB 4.8036487e-05
8,120 Doquet: Differentially Oblivious Range and Join Queries with Private Data Structures 2023 VLDB 4.5809563e-05
9,497 DP-Sync: Hiding Update Patterns in Secure Outsourced Databases with Differential Privacy 2021 SIGMOD 4.3341665e-05
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