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ThalamusDB: Approximate Query Processing on Multi-Modal Data

Summary: ThalamusDB: AQPs for complex SQL over multi-modal data, combining relational operators with zero-shot vision/audio/text models and small user label requests for NL predicates. Distinctive for deterministic approximation + user-tunable tradeoffs among error, latency, and labeling overhead via optimizer-guided plans. (summarized by gpt-5.4-mini on May 24 2026)

Paper ID
7011
Venue
SIGMOD
Year
2024
Pagerank
7.2033959e-05
Overall Rank
3,684 | 74.73%
DOI
10.1145/3654989

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{jo_sigmod24,
        title = {{ThalamusDB: Approximate Query Processing on Multi-Modal Data}},
        author = {Jo, Saehan and Trummer, Immanuel},
        series = {{SIGMOD} '24},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3654989},
        url = {https://dl.acm.org/doi/10.1145/3654989},
        year = {2024}
}

Incoming Citations (Sorted by Pagerank)

Showing 12 of 12 citing papers.

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Outgoing Citations (Sorted by Pagerank)

Showing 20 of 20 cited papers.

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

Rank Cited Paper Year Venue Pagerank
1 Access Path Selection in a Relational Database Management System 1979 SIGMOD 0.0024089429
9 Online Aggregation 1997 SIGMOD 0.00077458002
36 Accurate Estimation Of The Number Of Tuples Satisfying A Condition 1984 SIGMOD 0.00048351457
103 DuckDB: an Embeddable Analytical Database 2019 SIGMOD 0.00034161428
553 Congressional Samples for Approximate Answering of Group-By Queries 2000 SIGMOD 0.00016590619
569 BlazeIt: Optimizing Declarative Aggregation and Limit Queries for Neural Network-Based Video Analytics 2020 VLDB 0.00016348191
931 Aqua: A Fast Decision Support System Using Approximate Query Answers 1999 VLDB 0.00013125812
1,108 Approximate Query Processing: No Silver Bullet 2017 SIGMOD 0.00012145154
1,550 Symphony: Towards Natural Language Query Answering over Multi-modal Data Lakes 2023 CIDR 0.00010385904
2,206 DAQ: A New Paradigm for Approximate Query Processing 2015 VLDB 8.957715e-05
2,384 DeepLens: Towards a Visual Data Management System 2019 CIDR 8.6494525e-05
3,595 Plato: Approximate Analytics over Compressed Time Series with Tight Deterministic Error Guarantees 2020 VLDB 7.2736195e-05
3,766 TASTI: Semantic Indexes for Machine Learning-based Queries over Unstructured Data 2022 SIGMOD 7.1430942e-05
3,907 Accelerating Approximate Aggregation Queries with Expensive Predicates 2021 VLDB 7.0278233e-05
4,256 VIVA: An End-to-End System for Interactive Video Analytics 2022 CIDR 6.8018439e-05
4,991 VisualWorldDB: A DBMS for the Visual World 2020 CIDR 6.410552e-05
5,966 VOCAL: Video Organization and Interactive Compositional AnaLytics 2022 CIDR 6.0255527e-05
6,206 Combining Aggregation and Sampling (Nearly) Optimally for Approximate Query Processing 2021 SIGMOD 5.9443409e-05
7,266 SeeSaw: Interactive Ad-hoc Search Over Image Databases 2023 SIGMOD 5.6599652e-05
11,749 BitGourmet: Deterministic Approximation via Optimized Bit Selection 2020 CIDR 5.093636e-05
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