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Deep Research is the New Analytics System: Towards Building the Runtime for AI-Driven Analytics

Summary: Runtime fusing optimized semantic-operator execution with flexible Deep Research agents, enabling synthesis and execution of optimized semantic-operator programs. Prototype outperforms hand-crafted operators and open Deep Research agents—up to 1.95× F1 and up to 76.8% cost / 72.7% runtime savings. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
591
Venue
CIDR
Year
2026
Pagerank
5.093636e-05
Overall Rank
10,137 | 30.46%
DOI
-

Incoming Non-self Citations Over Time

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Authors

BibTeX Citation

@inproceedings{russo_cidr26,
        address = {Amsterdam, Netherlands},
        series = {{CIDR} '26},
        title = {{Deep Research is the New Analytics System: Towards Building the Runtime for AI-Driven Analytics}},
        booktitle = {Proceedings of the {Conference} on {Innovative} {Data} {Systems} {Research}},
        author = {Russo, Matthew and Kraska, Tim},
        year = {2026}
}

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Outgoing Citations (Sorted by Pagerank)

Showing 16 of 16 cited papers.

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

Rank Cited Paper Year Venue Pagerank
12 C-Store: A Column-oriented DBMS 2005 VLDB 0.00069513174
66 The Snowflake Elastic Data Warehouse 2016 SIGMOD 0.00038561587
103 DuckDB: an Embeddable Analytical Database 2019 SIGMOD 0.00034161428
237 Amazon Redshift and the Case for Simpler Data Warehouses 2015 SIGMOD 0.0002369895
284 NoScope: Optimizing Neural Network Queries over Video at Scale 2017 VLDB 0.00022370521
569 BlazeIt: Optimizing Declarative Aggregation and Limit Queries for Neural Network-Based Video Analytics 2020 VLDB 0.00016348191
950 CAESURA: Language Models as Multi-Modal Query Planners 2024 CIDR 0.0001302491
1,245 Palimpzest: Optimizing AI-Powered Analytics with Declarative Query Processing 2025 CIDR 0.00011507415
1,343 DocETL: Agentic Query Rewriting and Evaluation for Complex Document Processing 2025 VLDB 0.00011095866
2,956 The Design of an LLM-powered Unstructured Analytics System 2025 CIDR 7.9203461e-05
3,907 Accelerating Approximate Aggregation Queries with Expensive Predicates 2021 VLDB 7.0278233e-05
4,045 Logical and Physical Optimizations for SQL Query Execution over Large Language Models 2025 SIGMOD 6.9394654e-05
4,081 Abacus: A Cost-Based Optimizer for Semantic Operator Systems 2026 VLDB 6.9165634e-05
6,778 VectraFlow: Integrating Vectors into Stream Processing 2025 CIDR 5.7772535e-05
7,439 AOP: Automated and Interactive LLM Pipeline Orchestration for Answering Complex Queries 2025 CIDR 5.6181103e-05
7,648 Accelerating Aggregation Queries on Unstructured Streams of Data 2023 VLDB 5.575838e-05
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