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: 592
Venue: CIDR
Year: 2026
Pagerank: 4.1905499e-05
Overall Rank: 9,989 | 30.58%
DOI: -

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Authors

1. Matthew Russo
2. Tim Kraska

Incoming Citations (Sorted by Pagerank)

Showing 0 of 0 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank

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
20	C-Store: A Column-oriented DBMS	2005	VLDB	0.00086163998
167	The Snowflake Elastic Data Warehouse	2016	SIGMOD	0.00039408116
185	DuckDB: an Embeddable Analytical Database	2019	SIGMOD	0.00036529607
317	NoScope: Optimizing Neural Network Queries over Video at Scale	2017	VLDB	0.0002798145
424	Amazon Redshift and the Case for Simpler Data Warehouses	2015	SIGMOD	0.00023604384
694	BlazeIt: Optimizing Declarative Aggregation and Limit Queries for Neural Network-Based Video Analytics	2020	VLDB	0.00018031141
997	CAESURA: Language Models as Multi-Modal Query Planners	2024	CIDR	0.00014726927
1,839	DocETL: Agentic Query Rewriting and Evaluation for Complex Document Processing	2025	VLDB	0.00010351287
2,013	Palimpzest: Optimizing AI-Powered Analytics with Declarative Query Processing	2025	CIDR	9.7986166e-05
3,639	The Design of an LLM-powered Unstructured Analytics System	2025	CIDR	6.8886648e-05
4,703	Accelerating Approximate Aggregation Queries with Expensive Predicates	2021	VLDB	5.9793615e-05
5,149	Abacus: A Cost-Based Optimizer for Semantic Operator Systems	2026	VLDB	5.655398e-05
5,429	Logical and Physical Optimizations for SQL Query Execution over Large Language Models	2025	SIGMOD	5.511638e-05
7,115	VectraFlow: Integrating Vectors into Stream Processing	2025	CIDR	4.822227e-05
7,703	AOP: Automated and Interactive LLM Pipeline Orchestration for Answering Complex Queries	2025	CIDR	4.668568e-05
7,911	Accelerating Aggregation Queries on Unstructured Streams of Data	2023	VLDB	4.6143141e-05

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