DBScholar

Back to papers

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
0.00012122749
Overall Rank
1,082 | 92.73%
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 43 of 43 citing papers.

Rank Citing Paper Year Venue Pagerank
1,409 Northstar: An Interactive Data Science System 2018 VLDB 0.00010743451
1,829 DBEst: Revisiting Approximate Query Processing Engines with Machine Learning Models 2019 SIGMOD 9.5510333e-05
2,450 ThalamusDB: Approximate Query Processing on Multi-Modal Data 2024 SIGMOD 8.4474092e-05
3,424 AQP++: Connecting Approximate Query Processing With Aggregate Precomputation for Interactive Analytics 2018 SIGMOD 7.3117029e-05
3,613 Plato: Approximate Analytics over Compressed Time Series with Tight Deterministic Error Guarantees 2020 VLDB 7.162283e-05
3,778 Optimizing Video Analytics with Declarative Model Relationships 2023 VLDB 7.0259119e-05
3,969 Optimizing Machine Learning Inference Queries with Correlative Proxy Models 2022 VLDB 6.8899861e-05
4,253 Sample Debiasing in the Themis Open World Database System 2020 SIGMOD 6.7015395e-05
4,304 Data Series Progressive Similarity Search with Probabilistic Quality Guarantees 2020 SIGMOD 6.6771697e-05
4,329 Relational Data Synthesis using Generative Adversarial Networks: A Design Space Exploration 2020 VLDB 6.6597797e-05
5,348 Adaptive and Robust Query Execution for Lakehouses at Scale 2024 VLDB 6.1690434e-05
5,373 At-the-time and Back-in-time Persistent Sketches 2021 SIGMOD 6.1569337e-05
5,573 Database Benchmarking for Supporting Real-Time Interactive Querying of Large Data 2020 SIGMOD 6.0794156e-05
6,221 Combining Aggregation and Sampling (Nearly) Optimally for Approximate Query Processing 2021 SIGMOD 5.8463347e-05
6,282 Mosaic: A Sample-Based Database System for Open World Query Processing 2020 CIDR 5.8237283e-05
6,860 SpareLLM: Automatically Selecting Task-Specific Minimum-Cost Large Language Models under Equivalence Constraint 2025 SIGMOD 5.6613762e-05
7,216 SKT: A One-Pass Multi-Sketch Data Analytics Accelerator 2021 VLDB 5.5837401e-05
7,364 Weighted Distinct Sampling: Cardinality Estimation for SPJ Queries 2021 SIGMOD 5.5418075e-05
7,375 PairwiseHist: Fast, Accurate and Space-Efficient Approximate Query Processing with Data Compression 2024 VLDB 5.5400509e-05
7,429 Learning to be a Statistician: Learned Estimator for Number of Distinct Values 2022 VLDB 5.5300853e-05
7,701 Enabling Efficient and General Subpopulation Analytics in Multidimensional Data Streams 2022 VLDB 5.474978e-05
7,704 ReStore - Neural Data Completion for Relational Databases 2021 SIGMOD 5.4741304e-05
8,223 PilotDB: Database-Agnostic Online Approximate Query Processing with A Priori Error Guarantees 2025 SIGMOD 5.3751366e-05
8,283 Experiences with Approximating Queries in Microsoft’s Production Big-Data Clusters 2019 VLDB 5.3627138e-05
8,331 LAQy: Efficient and Reusable Query Approximations via Lazy Sampling 2023 SIGMOD 5.3532622e-05
8,946 HAP: An Efficient Hamming Space Index Based on Augmented Pigeonhole Principle 2022 SIGMOD 5.2532874e-05
9,133 Hit the Gym: Accelerating Query Execution to Efficiently Bootstrap Behavior Models for Self-Driving Database Management Systems 2024 VLDB 5.2229655e-05
9,539 Controlled Intentional Degradation in Analytical Video Systems 2022 SIGMOD 5.1621607e-05
9,575 A Step Toward Deep Online Aggregation 2023 SIGMOD 5.1571823e-05
9,966 Secure Sampling for Approximate Multi-party Query Processing 2023 SIGMOD 5.1038322e-05
10,016 The Data Interaction Game 2018 SIGMOD 5.0959403e-05
10,044 Demonstration of Accelerating Machine Learning Inference Queries with Correlative Proxy Models 2022 VLDB 5.0921006e-05
10,123 RALF: Accuracy-Aware Scheduling for Feature Store Maintenance 2024 VLDB 5.0760214e-05
10,544 Approximate Query Processing under Updates 2026 SIGMOD 4.9793485e-05
10,597 Stochastic Submodular Data Forgetting 2026 SIGMOD 4.9793485e-05
10,690 Task Cascades for Efficient Unstructured Data Processing 2026 SIGMOD 4.9793485e-05
10,834 ConANN: Conformal Approximate Nearest Neighbor Search 2026 VLDB 4.9793485e-05
10,900 ANNiE: A Learned Query Cost Estimator for Graph-Based Approximate Nearest Neighbor Search 2026 VLDB 4.9793485e-05
11,290 Cardinality Estimation for Having-Clauses 2025 VLDB 4.9793485e-05
11,605 Confidence Intervals for Private Query Processing 2024 VLDB 4.9793485e-05
12,039 FlashP: An Analytical Pipeline for Real-time Forecasting of Time-Series Relational Data 2021 VLDB 4.9793485e-05
12,052 BitGourmet: Deterministic Approximation via Optimized Bit Selection 2020 CIDR 4.9793485e-05
12,083 Demonstration of BitGourmet: Data Analysis via Deterministic Approximation 2020 SIGMOD 4.9793485e-05
Previous Page 1 / 1 Next

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
9,152 An Effective Syntax for Bounded Relational Queries 2016 SIGMOD 5.2177821e-05
Previous Page 2 / 2 Next

Semantically Similar Papers