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Lux: Always-on Visualization Recommendations for Exploratory Dataframe Workflows

Summary: Lux: always-on dataframe visualization recommender, suggesting visuals on print to accelerate insight. Hybrid viz language and three optimizations yield under 2s overhead on 98% of UCI datasets; usability studies and early practitioner uptake. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
12945
Venue
VLDB
Year
2022
Pagerank
7.1483239e-05
Overall Rank
3,393 | 76.40%
DOI
10.14778/3494124.3494151

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 12 of 12 citing papers.

Rank Citing Paper Year Venue Pagerank
3,970 HAIChart: Human and AI Paired Visualization System 2024 VLDB 6.5784767e-05
8,171 GTS: GPU-based Tree Index for Fast Similarity Search 2024 SIGMOD 4.5688498e-05
8,268 Learned Data-aware Image Representations of Line Charts for Similarity Search 2023 SIGMOD 4.5456668e-05
8,862 TabEE: Tabular Embeddings Explanations 2024 SIGMOD 4.4331977e-05
9,984 Towards Scalable Visual Data Wrangling via Direct Manipulation 2026 CIDR 4.1945683e-05
10,015 Differentially Private Explanations for Clusters 2026 SIGMOD 4.1945683e-05
10,185 MultiVis-Agent: A Multi-Agent Framework with Logic Rules for Reliable and Comprehensive Cross-Modal Data Visualization 2026 SIGMOD 4.1945683e-05
10,598 Auto-Prep: Holistic Prediction of Data Preparation Steps for Self-Service Business Intelligence 2025 VLDB 4.1945683e-05
10,685 LakeVisage: Towards Scalable, Flexible and Interactive Visualization Recommendation for Data Discovery over Data Lakes 2025 VLDB 4.1945683e-05
10,784 Towards Automated Cross-domain Exploratory Data Analysis through Large Language Models 2025 VLDB 4.1945683e-05
10,888 Kishu: Time-Traveling for Computational Notebooks 2025 VLDB 4.1945683e-05
11,123 PD-Explain: A Unified Python-native Framework for Query Explanations Over DataFrames 2024 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 13 of 13 cited papers.

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

Rank Cited Paper Year Venue Pagerank
214 Scorpion: Explaining Away Outliers in Aggregate Queries 2013 VLDB 0.0003363692
449 Approximate Query Processing: Taming the TeraBytes! A Tutorial 2001 VLDB 0.00022846068
460 SeeDB: Efficient Data-Driven Visualization Recommendations to Support Visual Analytics 2015 VLDB 0.00022516069
767 Explaining differences in multidimensional aggregates 1999 VLDB 0.00016981309
991 Effortless Data Exploration with zenvisage: An Expressive and Interactive Visual Analytics System 2017 VLDB 0.00014807273
1,137 User-adaptive exploration of multidimensional data 2000 VLDB 0.00013730532
1,427 Towards Scalable Dataframe Systems 2020 VLDB 0.0001204248
1,666 HELIX: Holistic Optimization for Accelerating Iterative Machine Learning 2019 VLDB 0.0001096361
2,011 Rapid Sampling for Visualizations with Ordering Guarantees 2015 VLDB 9.7964875e-05
2,954 Magpie: Python at Speed and Scale using Cloud Backends 2021 CIDR 7.8262582e-05
7,071 Smart Drill-Down: A New Data Exploration Operator 2015 VLDB 4.8429461e-05
7,407 Intermittent Query Processing 2019 VLDB 4.7373205e-05
11,658 Anti-Freeze for Large and Complex Spreadsheets: Asynchronous Formula Computation 2019 SIGMOD 4.1945683e-05
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11,123 PD-Explain: A Unified Python-native Framework for Query Explanations Over DataFrames 2024 VLDB 4.1945683e-05
10,685 LakeVisage: Towards Scalable, Flexible and Interactive Visualization Recommendation for Data Discovery over Data Lakes 2025 VLDB 4.1945683e-05