Intelligent Agents for Data Exploration
Summary: Surveys intelligent agents for conversational data exploration, spanning task-specific RL policies over OLAP/text operators to flexible LLM planners. Highlights the specificity–generality trade-off: RL requires retraining, while LLMs offer cross-task exploration but raise control and automation challenges. (summarized by gpt-5.6-luna on Jul 24 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Sihem Amer-Yahia (National Centre for Scientific Research; Université Grenoble Alpes)
BibTeX Citation
@article{ameryahia_vldb24,
title = {{Intelligent Agents for Data Exploration}},
author = {Amer-Yahia, Sihem},
journal = {PVLDB},
series = {{VLDB} '24},
volume = {17},
number = {12},
pages = {4521--4530},
doi = {10.14778/3685800.3685913},
url = {https://doi.org/10.14778/3685800.3685913},
year = {2024}
}Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 9,397 | Exploring Exploratory Querying | 2025 | VLDB | 5.1672232e-05 |
| 11,438 | Towards Automated Cross-domain Exploratory Data Analysis through Large Language Models | 2025 | VLDB | 4.9605343e-05 |
Previous
Page 1 / 1
Next
Outgoing Citations (Sorted by Pagerank)
Showing 5 of 5 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,057 | Automatically Generating Data Exploration Sessions Using Deep Reinforcement Learning | 2020 | SIGMOD | 9.0995439e-05 |
| 5,248 | Approximation Schemes for Many-Objective Query Optimization | 2014 | SIGMOD | 6.1980997e-05 |
| 6,182 | Guided Exploration of User Groups | 2020 | VLDB | 5.8423254e-05 |
| 7,173 | Guided Exploration of Data Summaries | 2022 | VLDB | 5.578213e-05 |
| 11,950 | EDA4SUM: Guided Exploration of Data Summaries | 2022 | VLDB | 4.9605343e-05 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 6,182 | Guided Exploration of User Groups | 2020 | VLDB |
| 2 | 6,173 | Automatic Data Acquisition for Deep Learning | 2021 | VLDB |
| 3 | 11,232 | Sentence to Model: Cost-Effective Data Collection LLM Agent | 2025 | SIGMOD |
| 4 | 8,287 | Automated Data Visualization from Natural Language via Large Language Models: An Exploratory Study | 2024 | SIGMOD |
| 5 | 4,526 | Optimization for Active Learning-based Interactive Database Exploration | 2019 | VLDB |
| 6 | 4,519 | Automating Exploratory Data Analysis via Machine Learning: An Overview | 2020 | SIGMOD |
| 7 | 11,131 | LLM-AutoDP: Automatic Data Processing via LLM Agents for Model Fine-tuning | 2026 | VLDB |
| 8 | 5,355 | Supporting Our AI Overlords: Redesigning Data Systems to be Agent-First | 2026 | CIDR |
| 9 | 13,656 | Data Management for Agentic Memory: Foundations, Systems, and Challenges | 2026 | VLDB |
| 10 | 4,729 | LLM for Data Management | 2024 | VLDB |