MultiVis-Agent: A Multi-Agent Framework with Logic Rules for Reliable and Comprehensive Cross-Modal Data Visualization

Summary: MultiVis-Agent: multi-agent LLM framework for cross-modal chart generation/refinement with images, code, and iterative feedback. Key novelty: four-layer logic rules as mathematical constraints to prevent failures/loops, plus MultiVis-Bench for evaluating reliability and multimodal visualization tasks. (summarized by gpt-5-mini on Apr 11 2026)

Paper ID: 7496
Venue: SIGMOD
Year: 2026
Pagerank: 4.1945683e-05
Overall Rank: 10,185 | 29.15%
DOI: 10.1145/3786670

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Rank	Citing Paper	Year	Venue	Pagerank

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Showing 10 of 10 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
991	Effortless Data Exploration with zenvisage: An Expressive and Interactive Visual Analytics System	2017	VLDB	0.00014807273
1,872	ReAcTable: Enhancing ReAct for Table Question Answering	2024	VLDB	0.00010259702
2,106	Palimpzest: Optimizing AI-Powered Analytics with Declarative Query Processing	2025	CIDR	9.5342543e-05
3,393	Lux: Always-on Visualization Recommendations for Exploratory Dataframe Workflows	2022	VLDB	7.1483239e-05
3,970	HAIChart: Human and AI Paired Visualization System	2024	VLDB	6.5784767e-05
4,739	AutoTQA: Towards Autonomous Tabular Question Answering through Multi-Agent Large Language Models	2024	VLDB	5.959592e-05
4,825	Synthesizing Natural Language to Visualization (NL2VIS) Benchmarks from NL2SQL Benchmarks	2021	SIGMOD	5.8946721e-05
5,560	PI2: End-to-end Interactive Visualization Interface Generation from Queries	2022	SIGMOD	5.4336252e-05
6,627	Data Tweening: Incremental Visualization of Data Transforms	2017	VLDB	4.9886939e-05
9,052	RawVis: A System for Efficient In-situ Visual Analytics	2021	SIGMOD	4.4039656e-05

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