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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
6949
Venue
SIGMOD
Year
2024
Pagerank
5.624434e-05
Overall Rank
5,214 | 63.73%
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 0.0040449103
14 Online Aggregation 1997 SIGMOD 0.0010801504
28 Accurate Estimation Of The Number Of Tuples Satisfying A Condition 1984 SIGMOD 0.00080435857
185 DuckDB: an Embeddable Analytical Database 2019 SIGMOD 0.00036538405
696 BlazeIt: Optimizing Declarative Aggregation and Limit Queries for Neural Network-Based Video Analytics 2020 VLDB 0.00018048935
739 Congressional Samples for Approximate Answering of Group-By Queries 2000 SIGMOD 0.00017401518
967 Aqua: A Fast Decision Support System Using Approximate Query Answers 1999 VLDB 0.00014959939
1,541 Symphony: Towards Natural Language Query Answering over Multi-modal Data Lakes 2023 CIDR 0.00011456579
1,574 Approximate Query Processing: No Silver Bullet 2017 SIGMOD 0.00011287495
2,533 DeepLens: Towards a Visual Data Management System 2019 CIDR 8.5899934e-05
2,616 DAQ: A New Paradigm for Approximate Query Processing 2015 VLDB 8.4471955e-05
3,798 Plato: Approximate Analytics over Compressed Time Series with Tight Deterministic Error Guarantees 2020 VLDB 6.7592302e-05
4,501 TASTI: Semantic Indexes for Machine Learning-based Queries over Unstructured Data 2022 SIGMOD 6.137686e-05
4,641 VIVA: An End-to-End System for Interactive Video Analytics 2022 CIDR 6.027004e-05
4,712 Accelerating Approximate Aggregation Queries with Expensive Predicates 2021 VLDB 5.9787986e-05
5,039 VisualWorldDB: A DBMS for the Visual World 2020 CIDR 5.7425824e-05
6,130 VOCAL: Video Organization and Interactive Compositional AnaLytics 2022 CIDR 5.1962107e-05
6,740 Combining Aggregation and Sampling (Nearly) Optimally for Approximate Query Processing 2021 SIGMOD 4.944395e-05
8,700 SeeSaw: Interactive Ad-hoc Search Over Image Databases 2023 SIGMOD 4.4656647e-05
11,552 BitGourmet: Deterministic Approximation via Optimized Bit Selection 2020 CIDR 4.1945683e-05
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