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Approximate Query Processing: No Silver Bullet

Summary: State of the art of Approximate Query Processing; progress notable but limited in product impact. Proposes two concrete avenues to integrate AQP into data platforms (architecture, tooling) to realize practical value. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
hd2589e03c9eceed9
Venue
SIGMOD
Year
2017
Pagerank
0.00012181098
Overall Rank
1,065 | 92.87%
DOI
10.1145/3055918.3056097

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{chaudhuri_sigmod17,
        title = {{Approximate Query Processing: No Silver Bullet}},
        author = {Chaudhuri, Surajit and Ding, Bolin and Kandula, Srikanth},
        series = {{SIGMOD} '17},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3055918.3056097},
        url = {https://dl.acm.org/doi/10.1145/3055918.3056097},
        year = {2017}
}

Incoming Citations (Sorted by Pagerank)

Showing 44 of 44 citing papers.

Rank Citing Paper Year Venue Pagerank
1,416 Northstar: An Interactive Data Science System 2018 VLDB 0.00010707248
1,839 DBEst: Revisiting Approximate Query Processing Engines with Machine Learning Models 2019 SIGMOD 9.5187688e-05
2,225 ThalamusDB: Approximate Query Processing on Multi-Modal Data 2024 SIGMOD 8.7996555e-05
3,435 AQP++: Connecting Approximate Query Processing With Aggregate Precomputation for Interactive Analytics 2018 SIGMOD 7.2845431e-05
3,611 Plato: Approximate Analytics over Compressed Time Series with Tight Deterministic Error Guarantees 2020 VLDB 7.1443694e-05
3,782 Optimizing Video Analytics with Declarative Model Relationships 2023 VLDB 7.0029633e-05
3,966 Optimizing Machine Learning Inference Queries with Correlative Proxy Models 2022 VLDB 6.8776157e-05
4,270 Sample Debiasing in the Themis Open World Database System 2020 SIGMOD 6.6762181e-05
4,321 Data Series Progressive Similarity Search with Probabilistic Quality Guarantees 2020 SIGMOD 6.6519404e-05
4,348 Relational Data Synthesis using Generative Adversarial Networks: A Design Space Exploration 2020 VLDB 6.6367564e-05
5,367 Adaptive and Robust Query Execution for Lakehouses at Scale 2024 VLDB 6.1462017e-05
5,399 At-the-time and Back-in-time Persistent Sketches 2021 SIGMOD 6.1336701e-05
5,546 Database Benchmarking for Supporting Real-Time Interactive Querying of Large Data 2020 SIGMOD 6.071729e-05
6,198 Combining Aggregation and Sampling (Nearly) Optimally for Approximate Query Processing 2021 SIGMOD 5.8362492e-05
6,300 Mosaic: A Sample-Based Database System for Open World Query Processing 2020 CIDR 5.8017237e-05
6,640 SKT: A One-Pass Multi-Sketch Data Analytics Accelerator 2021 VLDB 5.7085404e-05
6,874 SpareLLM: Automatically Selecting Task-Specific Minimum-Cost Large Language Models under Equivalence Constraint 2025 SIGMOD 5.6434298e-05
7,365 PairwiseHist: Fast, Accurate and Space-Efficient Approximate Query Processing with Data Compression 2024 VLDB 5.5273291e-05
7,387 Weighted Distinct Sampling: Cardinality Estimation for SPJ Queries 2021 SIGMOD 5.5212177e-05
7,446 Learning to be a Statistician: Learned Estimator for Number of Distinct Values 2022 VLDB 5.5113049e-05
7,720 Enabling Efficient and General Subpopulation Analytics in Multidimensional Data Streams 2022 VLDB 5.4542911e-05
7,723 ReStore - Neural Data Completion for Relational Databases 2021 SIGMOD 5.4534466e-05
7,745 PilotDB: Database-Agnostic Online Approximate Query Processing with A Priori Error Guarantees 2025 SIGMOD 5.4457135e-05
8,305 Experiences with Approximating Queries in Microsoft’s Production Big-Data Clusters 2019 VLDB 5.3427507e-05
8,349 LAQy: Efficient and Reusable Query Approximations via Lazy Sampling 2023 SIGMOD 5.3332512e-05
8,978 HAP: An Efficient Hamming Space Index Based on Augmented Pigeonhole Principle 2022 SIGMOD 5.2334381e-05
9,154 Hit the Gym: Accelerating Query Execution to Efficiently Bootstrap Behavior Models for Self-Driving Database Management Systems 2024 VLDB 5.2050937e-05
9,574 Controlled Intentional Degradation in Analytical Video Systems 2022 SIGMOD 5.1428165e-05
9,608 A Step Toward Deep Online Aggregation 2023 SIGMOD 5.1376962e-05
10,003 Secure Sampling for Approximate Multi-party Query Processing 2023 SIGMOD 5.0845476e-05
10,018 Demonstration of Accelerating Machine Learning Inference Queries with Correlative Proxy Models 2022 VLDB 5.0825892e-05
10,057 The Data Interaction Game 2018 SIGMOD 5.0766855e-05
10,164 RALF: Accuracy-Aware Scheduling for Feature Store Maintenance 2024 VLDB 5.0570156e-05
10,231 Task Cascades for Efficient Unstructured Data Processing 2026 SIGMOD 5.0432098e-05
10,418 Evergreen: Efficient Claim Verification for Semantic Aggregates 2027 VLDB 4.9605343e-05
10,620 Approximate Query Processing under Updates 2026 SIGMOD 4.9605343e-05
10,669 Stochastic Submodular Data Forgetting 2026 SIGMOD 4.9605343e-05
10,905 ConANN: Conformal Approximate Nearest Neighbor Search 2026 VLDB 4.9605343e-05
10,970 ANNiE: A Learned Query Cost Estimator for Graph-Based Approximate Nearest Neighbor Search 2026 VLDB 4.9605343e-05
11,353 Cardinality Estimation for Having-Clauses 2025 VLDB 4.9605343e-05
11,658 Confidence Intervals for Private Query Processing 2024 VLDB 4.9605343e-05
12,089 FlashP: An Analytical Pipeline for Real-time Forecasting of Time-Series Relational Data 2021 VLDB 4.9605343e-05
12,102 BitGourmet: Deterministic Approximation via Optimized Bit Selection 2020 CIDR 4.9605343e-05
12,133 Demonstration of BitGourmet: Data Analysis via Deterministic Approximation 2020 SIGMOD 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 1 of 51 cited papers.

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

Rank Cited Paper Year Venue Pagerank
9,180 An Effective Syntax for Bounded Relational Queries 2016 SIGMOD 5.1992243e-05
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