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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
5407
Venue
SIGMOD
Year
2017
Pagerank
0.00012145154
Overall Rank
1,108 | 92.40%
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 42 of 42 citing papers.

Rank Citing Paper Year Venue Pagerank
1,392 Northstar: An Interactive Data Science System 2018 VLDB 0.00010936065
1,799 DBEst: Revisiting Approximate Query Processing Engines with Machine Learning Models 2019 SIGMOD 9.7326398e-05
3,366 AQP++: Connecting Approximate Query Processing With Aggregate Precomputation for Interactive Analytics 2018 SIGMOD 7.4748604e-05
3,595 Plato: Approximate Analytics over Compressed Time Series with Tight Deterministic Error Guarantees 2020 VLDB 7.2736195e-05
3,684 ThalamusDB: Approximate Query Processing on Multi-Modal Data 2024 SIGMOD 7.2033959e-05
4,007 Optimizing Video Analytics with Declarative Model Relationships 2023 VLDB 6.9632395e-05
4,114 Optimizing Machine Learning Inference Queries with Correlative Proxy Models 2022 VLDB 6.8941194e-05
4,205 Sample Debiasing in the Themis Open World Database System 2020 SIGMOD 6.8337021e-05
4,212 Data Series Progressive Similarity Search with Probabilistic Quality Guarantees 2020 SIGMOD 6.8283344e-05
4,261 Relational Data Synthesis using Generative Adversarial Networks: A Design Space Exploration 2020 VLDB 6.7982037e-05
5,255 At-the-time and Back-in-time Persistent Sketches 2021 SIGMOD 6.2982495e-05
5,524 Database Benchmarking for Supporting Real-Time Interactive Querying of Large Data 2020 SIGMOD 6.1868208e-05
5,983 Adaptive and Robust Query Execution for Lakehouses at Scale 2024 VLDB 6.0206841e-05
6,206 Combining Aggregation and Sampling (Nearly) Optimally for Approximate Query Processing 2021 SIGMOD 5.9443409e-05
6,262 Mosaic: A Sample-Based Database System for Open World Query Processing 2020 CIDR 5.9361728e-05
7,069 SKT: A One-Pass Multi-Sketch Data Analytics Accelerator 2021 VLDB 5.7117595e-05
7,256 Weighted Distinct Sampling: Cardinality Estimation for SPJ Queries 2021 SIGMOD 5.6625146e-05
7,290 Learning to be a Statistician: Learned Estimator for Number of Distinct Values 2022 VLDB 5.6540503e-05
7,316 SpareLLM: Automatically Selecting Task-Specific Minimum-Cost Large Language Models under Equivalence Constraint 2025 SIGMOD 5.646695e-05
7,351 PairwiseHist: Fast, Accurate and Space-Efficient Approximate Query Processing with Data Compression 2024 VLDB 5.6354898e-05
7,551 Enabling Efficient and General Subpopulation Analytics in Multidimensional Data Streams 2022 VLDB 5.6006414e-05
7,556 ReStore - Neural Data Completion for Relational Databases 2021 SIGMOD 5.5997742e-05
8,108 Experiences with Approximating Queries in Microsoft’s Production Big-Data Clusters 2019 VLDB 5.4850569e-05
8,161 LAQy: Efficient and Reusable Query Approximations via Lazy Sampling 2023 SIGMOD 5.4752972e-05
8,204 PilotDB: Database-Agnostic Online Approximate Query Processing with A Priori Error Guarantees 2025 SIGMOD 5.4667903e-05
8,791 HAP: An Efficient Hamming Space Index Based on Augmented Pigeonhole Principle 2022 SIGMOD 5.3717005e-05
8,984 Hit the Gym: Accelerating Query Execution to Efficiently Bootstrap Behavior Models for Self-Driving Database Management Systems 2024 VLDB 5.3395569e-05
9,392 A Step Toward Deep Online Aggregation 2023 SIGMOD 5.2755515e-05
9,406 Controlled Intentional Degradation in Analytical Video Systems 2022 SIGMOD 5.2751448e-05
9,785 Secure Sampling for Approximate Multi-party Query Processing 2023 SIGMOD 5.2209769e-05
9,832 The Data Interaction Game 2018 SIGMOD 5.2124469e-05
9,882 Demonstration of Accelerating Machine Learning Inference Queries with Correlative Proxy Models 2022 VLDB 5.2040783e-05
9,940 RALF: Accuracy-Aware Scheduling for Feature Store Maintenance 2024 VLDB 5.1924403e-05
10,342 Approximate Query Processing under Updates 2026 SIGMOD 5.093636e-05
10,404 Stochastic Submodular Data Forgetting 2026 SIGMOD 5.093636e-05
10,504 Task Cascades for Efficient Unstructured Data Processing 2026 SIGMOD 5.093636e-05
10,578 ConANN: Conformal Approximate Nearest Neighbor Search 2026 VLDB 5.093636e-05
10,891 Cardinality Estimation for Having-Clauses 2025 VLDB 5.093636e-05
11,280 Confidence Intervals for Private Query Processing 2024 VLDB 5.093636e-05
11,736 FlashP: An Analytical Pipeline for Real-time Forecasting of Time-Series Relational Data 2021 VLDB 5.093636e-05
11,749 BitGourmet: Deterministic Approximation via Optimized Bit Selection 2020 CIDR 5.093636e-05
11,781 Demonstration of BitGourmet: Data Analysis via Deterministic Approximation 2020 SIGMOD 5.093636e-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
9,002 An Effective Syntax for Bounded Relational Queries 2016 SIGMOD 5.3346995e-05
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