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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
6950
Venue
SIGMOD
Year
2024
Pagerank
5.625641e-05
Overall Rank
5,206 | 63.82%
DOI
10.1145/3654989

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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 0.0040465394
14 Online Aggregation 1997 SIGMOD 0.0010813443
28 Accurate Estimation Of The Number Of Tuples Satisfying A Condition 1984 SIGMOD 0.00080571183
185 DuckDB: an Embeddable Analytical Database 2019 SIGMOD 0.00036529607
694 BlazeIt: Optimizing Declarative Aggregation and Limit Queries for Neural Network-Based Video Analytics 2020 VLDB 0.00018031141
736 Congressional Samples for Approximate Answering of Group-By Queries 2000 SIGMOD 0.00017414831
960 Aqua: A Fast Decision Support System Using Approximate Query Answers 1999 VLDB 0.00015031055
1,505 Symphony: Towards Natural Language Query Answering over Multi-modal Data Lakes 2023 CIDR 0.00011601232
1,574 Approximate Query Processing: No Silver Bullet 2017 SIGMOD 0.00011289028
2,536 DeepLens: Towards a Visual Data Management System 2019 CIDR 8.5817195e-05
2,603 DAQ: A New Paradigm for Approximate Query Processing 2015 VLDB 8.4634633e-05
3,801 Plato: Approximate Analytics over Compressed Time Series with Tight Deterministic Error Guarantees 2020 VLDB 6.7528979e-05
4,492 TASTI: Semantic Indexes for Machine Learning-based Queries over Unstructured Data 2022 SIGMOD 6.1374891e-05
4,642 VIVA: An End-to-End System for Interactive Video Analytics 2022 CIDR 6.0214283e-05
4,703 Accelerating Approximate Aggregation Queries with Expensive Predicates 2021 VLDB 5.9793615e-05
5,038 VisualWorldDB: A DBMS for the Visual World 2020 CIDR 5.7376543e-05
6,122 VOCAL: Video Organization and Interactive Compositional AnaLytics 2022 CIDR 5.1966758e-05
6,724 Combining Aggregation and Sampling (Nearly) Optimally for Approximate Query Processing 2021 SIGMOD 4.9449472e-05
8,694 SeeSaw: Interactive Ad-hoc Search Over Image Databases 2023 SIGMOD 4.4615833e-05
11,556 BitGourmet: Deterministic Approximation via Optimized Bit Selection 2020 CIDR 4.1905499e-05
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