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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
- 592
- Venue
- CIDR
- Year
- 2026
- Pagerank
- 4.1945683e-05
- Overall Rank
- 9,990 | 30.51%
- DOI
-
-
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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 |
| 21 |
C-Store: A Column-oriented DBMS |
2005 |
VLDB |
0.00086087497 |
| 167 |
The Snowflake Elastic Data Warehouse |
2016 |
SIGMOD |
0.00039180521 |
| 185 |
DuckDB: an Embeddable Analytical Database |
2019 |
SIGMOD |
0.00036538405 |
| 316 |
NoScope: Optimizing Neural Network Queries over Video at Scale |
2017 |
VLDB |
0.00027988668 |
| 426 |
Amazon Redshift and the Case for Simpler Data Warehouses |
2015 |
SIGMOD |
0.00023594359 |
| 696 |
BlazeIt: Optimizing Declarative Aggregation and Limit Queries for Neural Network-Based Video Analytics |
2020 |
VLDB |
0.00018048935 |
| 1,082 |
CAESURA: Language Models as Multi-Modal Query Planners |
2024 |
CIDR |
0.00014214232 |
| 1,963 |
DocETL: Agentic Query Rewriting and Evaluation for Complex Document Processing |
2025 |
VLDB |
9.929429e-05 |
| 2,106 |
Palimpzest: Optimizing AI-Powered Analytics with Declarative Query Processing |
2025 |
CIDR |
9.5342543e-05 |
| 3,876 |
The Design of an LLM-powered Unstructured Analytics System |
2025 |
CIDR |
6.6741456e-05 |
| 4,712 |
Accelerating Approximate Aggregation Queries with Expensive Predicates |
2021 |
VLDB |
5.9787986e-05 |
| 5,171 |
Abacus: A Cost-Based Optimizer for Semantic Operator Systems |
2026 |
VLDB |
5.6464993e-05 |
| 5,840 |
Logical and Physical Optimizations for SQL Query Execution over Large Language Models |
2025 |
SIGMOD |
5.3042561e-05 |
| 7,119 |
VectraFlow: Integrating Vectors into Stream Processing |
2025 |
CIDR |
4.8262611e-05 |
| 7,705 |
AOP: Automated and Interactive LLM Pipeline Orchestration for Answering Complex Queries |
2025 |
CIDR |
4.6730494e-05 |
| 7,928 |
Accelerating Aggregation Queries on Unstructured Streams of Data |
2023 |
VLDB |
4.613455e-05 |
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