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Rethinking Query Optimization for Multi-Agent Systems

Summary: NOMA treats agentic data pipelines as a new query-optimization problem: jointly selecting topology, LLMs, and engines across cost, latency, and accuracy despite heterogeneous data models. Its iterative loop combines plan generation, estimation, runtime refinement, and semantic caching; experiments expose large gains from non-obvious configurations. (summarized by gpt-6-luna on Oct 08 2026)

Paper ID
ha190392d9dd930ca
Venue
VLDB
Year
2027
Pagerank
4.9769913e-05
Overall Rank
10,353 | 30.42%
DOI
10.14778/3845598.3845602
PDF
Download (CC BY-NC-ND 4.0)

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Authors

BibTeX Citation

@article{kaoudi_vldb27,
        title = {{Rethinking Query Optimization for Multi-Agent Systems}},
        author = {Kaoudi, Zoi and Giurgiu, Ioana},
        journal = {PVLDB},
        series = {{VLDB} '27},
        volume = {20},
        number = {1},
        pages = {46--52},
        doi = {10.14778/3845598.3845602},
        url = {https://doi.org/10.14778/3845598.3845602},
        year = {2027}
}

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Outgoing Citations (Sorted by Pagerank)

Showing 18 of 18 cited papers.

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

Rank Cited Paper Year Venue Pagerank
410 Semantic Data Caching and Replacement 1996 VLDB 0.00018796567
471 Robust Query Processing through Progressive Optimization 2004 SIGMOD 0.00017744392
658 DocETL: Agentic Query Rewriting and Evaluation for Complex Document Processing 2025 VLDB 0.00015058738
717 Palimpzest: Optimizing AI-Powered Analytics with Declarative Query Processing 2025 CIDR 0.00014528323
1,223 Data Management in Machine Learning: Challenges, Techniques, and Systems 2017 SIGMOD 0.00011468426
2,295 ThalamusDB: Approximate Query Processing on Multi-Modal Data 2024 SIGMOD 8.6822982e-05
3,402 RHEEM: Enabling Cross-Platform Data Processing - May The Big Data Be With You! - 2018 VLDB 7.3269775e-05
3,900 SQLStorm: Taking Database Benchmarking into the LLM Era 2025 VLDB 6.9320915e-05
5,053 Beyond Quacking: Deep Integration of Language Models and RAG into DuckDB 2025 VLDB 6.2947347e-05
5,316 How Good are Learned Cost Models, Really? Insights from Query Optimization Tasks 2025 SIGMOD 6.1827415e-05
7,546 Learned Offline Query Planning via Bayesian Optimization 2025 SIGMOD 5.4966669e-05
8,316 DORIAN in action: Assisted Design of Data Science Pipelines 2022 VLDB 5.3556589e-05
8,373 GenJoin: Conditional Generative Plan-to-Plan Query Optimizer that Learns from Subplan Hints 2026 SIGMOD 5.3427119e-05
8,638 LIMAO: A Framework for Lifelong Modular Learned Query Optimization 2025 VLDB 5.2965922e-05
8,969 Conformal Prediction for Verifiable Learned Query Optimization 2025 VLDB 5.2477982e-05
9,801 Efficient LLM Serving for Agentic Workflows: A Data Systems Perspective 2026 SIGMOD 5.1233734e-05
9,810 ContextCache: Context-Aware Semantic Cache for Multi-Turn Queries in Large Language Models 2025 VLDB 5.1233734e-05
11,431 Learned Cost Models for Query Optimization: From Batch to Streaming Systems 2025 VLDB 4.9769913e-05
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