HAIChart: Human and AI Paired Visualization System

Summary: HAIChart: an RL-based human–AI visualization system leveraging Monte Carlo Graph Search and a composite reward to auto-generate high-quality chart candidates. Adds an active “visualization hints” mechanism—top-k hint selection proven NP-hard with an efficient solver—to iteratively incorporate user feedback and significantly boost recall and hit@k versus prior human- and AI-driven tools. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID: 13533
Venue: VLDB
Year: 2024
Pagerank: 6.5721521e-05
Overall Rank: 3,973 | 72.39%
DOI: 10.14778/3681954.3681992

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 5 of 5 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
3,666	The Dawn of Natural Language to SQL: Are We Fully Ready?	2024	VLDB	6.8606092e-05
9,481	Data Imputation with Limited Data Redundancy Using Data Lakes	2025	VLDB	4.3300131e-05
10,185	MultiVis-Agent: A Multi-Agent Framework with Logic Rules for Reliable and Comprehensive Cross-Modal Data Visualization	2026	SIGMOD	4.1905499e-05
10,790	Towards Automated Cross-domain Exploratory Data Analysis through Large Language Models	2025	VLDB	4.1905499e-05
10,835	LASEK: LLM-Assisted Style Exploration Kit for Geospatial Data	2025	VLDB	4.1905499e-05

Outgoing Citations (Sorted by Pagerank)

Showing 12 of 12 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
3,393	Lux: Always-on Visualization Recommendations for Exploratory Dataframe Workflows	2022	VLDB	7.1415762e-05
3,666	The Dawn of Natural Language to SQL: Are We Fully Ready?	2024	VLDB	6.8606092e-05
4,829	Synthesizing Natural Language to Visualization (NL2VIS) Benchmarks from NL2SQL Benchmarks	2021	SIGMOD	5.8890126e-05
5,386	Selective Data Acquisition in the Wild for Model Charging	2022	VLDB	5.5346315e-05
5,493	DeepEye: Creating Good Data Visualizations by Keyword Search	2018	SIGMOD	5.4773922e-05
5,569	PI2: End-to-end Interactive Visualization Interface Generation from Queries	2022	SIGMOD	5.4284007e-05
5,870	Combining Design and Performance in a Data Visualization Management System	2017	CIDR	5.2914369e-05
6,554	Demonstration of PI2: Interactive Visualization Interface Generation for SQL Analysis in Notebook	2022	SIGMOD	5.0100112e-05
8,263	Learned Data-aware Image Representations of Line Charts for Similarity Search	2023	SIGMOD	4.5414364e-05
9,073	VerifAI: Verified Generative AI	2024	CIDR	4.396857e-05
9,224	VisClean: Interactive Cleaning for Progressive Visualization	2020	VLDB	4.3657563e-05
9,828	Sevi: Speech-to-Visualization through Neural Machine Translation	2022	SIGMOD	4.2710095e-05

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461	SeeDB: Efficient Data-Driven Visualization Recommendations to Support Visual Analytics	2015	VLDB	0.00022615628
10,790	Towards Automated Cross-domain Exploratory Data Analysis through Large Language Models	2025	VLDB	4.1905499e-05
3,076	Explore-by-Example: An Automatic Query Steering Framework for Interactive Data Exploration	2014	SIGMOD	7.6063803e-05
11,882	Graph-based Exploration of Non-graph Datasets	2016	VLDB	4.1905499e-05
2,983	Foresight: Recommending Visual Insights	2017	VLDB	7.77698e-05
8,157	Automated Data Visualization from Natural Language via Large Language Models: An Exploratory Study	2024	SIGMOD	4.5701714e-05
9,491	Auto-BI: Automatically Build BI-Models Leveraging Local Join Prediction and Global Schema Graph	2023	VLDB	4.3300131e-05
10,606	Auto-Prep: Holistic Prediction of Data Preparation Steps for Self-Service Business Intelligence	2025	VLDB	4.1905499e-05
10,185	MultiVis-Agent: A Multi-Agent Framework with Logic Rules for Reliable and Comprehensive Cross-Modal Data Visualization	2026	SIGMOD	4.1905499e-05
8,828	HAIPipe: Combining Human-generated and Machine-generated Pipelines for Data Preparation	2023	SIGMOD	4.4364918e-05