Database Paper Browser

Back to papers

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
12946
Venue
VLDB
Year
2022
Pagerank
7.1415762e-05
Overall Rank
3,393 | 76.42%
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
3,973 HAIChart: Human and AI Paired Visualization System 2024 VLDB 6.5721521e-05
8,167 GTS: GPU-based Tree Index for Fast Similarity Search 2024 SIGMOD 4.567569e-05
8,263 Learned Data-aware Image Representations of Line Charts for Similarity Search 2023 SIGMOD 4.5414364e-05
8,862 TabEE: Tabular Embeddings Explanations 2024 SIGMOD 4.4289485e-05
9,983 Towards Scalable Visual Data Wrangling via Direct Manipulation 2026 CIDR 4.1905499e-05
10,015 Differentially Private Explanations for Clusters 2026 SIGMOD 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
10,606 Auto-Prep: Holistic Prediction of Data Preparation Steps for Self-Service Business Intelligence 2025 VLDB 4.1905499e-05
10,693 LakeVisage: Towards Scalable, Flexible and Interactive Visualization Recommendation for Data Discovery over Data Lakes 2025 VLDB 4.1905499e-05
10,790 Towards Automated Cross-domain Exploratory Data Analysis through Large Language Models 2025 VLDB 4.1905499e-05
10,892 Kishu: Time-Traveling for Computational Notebooks 2025 VLDB 4.1905499e-05
11,126 PD-Explain: A Unified Python-native Framework for Query Explanations Over DataFrames 2024 VLDB 4.1905499e-05
Previous Page 1 / 1 Next

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
213 Scorpion: Explaining Away Outliers in Aggregate Queries 2013 VLDB 0.0003371037
430 Approximate Query Processing: Taming the TeraBytes! A Tutorial 2001 VLDB 0.00023406426
461 SeeDB: Efficient Data-Driven Visualization Recommendations to Support Visual Analytics 2015 VLDB 0.00022615628
762 Explaining differences in multidimensional aggregates 1999 VLDB 0.00016984985
992 Effortless Data Exploration with zenvisage: An Expressive and Interactive Visual Analytics System 2017 VLDB 0.00014795333
1,137 User-adaptive exploration of multidimensional data 2000 VLDB 0.0001373991
1,427 Towards Scalable Dataframe Systems 2020 VLDB 0.00012033503
1,666 HELIX: Holistic Optimization for Accelerating Iterative Machine Learning 2019 VLDB 0.00010955907
2,005 Rapid Sampling for Visualizations with Ordering Guarantees 2015 VLDB 9.8168893e-05
2,955 Magpie: Python at Speed and Scale using Cloud Backends 2021 CIDR 7.8188583e-05
7,067 Smart Drill-Down: A New Data Exploration Operator 2015 VLDB 4.8387221e-05
7,397 Intermittent Query Processing 2019 VLDB 4.7367491e-05
11,663 Anti-Freeze for Large and Complex Spreadsheets: Asynchronous Formula Computation 2019 SIGMOD 4.1905499e-05
Previous Page 1 / 1 Next

Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
6,623 Fast-Forwarding to Desired Visualizations with zenvisage 2017 CIDR 4.984297e-05
7,360 ExplainED: Explanations for EDA Notebooks 2020 VLDB 4.7473724e-05
992 Effortless Data Exploration with zenvisage: An Expressive and Interactive Visual Analytics System 2017 VLDB 0.00014795333
5,984 DataPrep.EDA: Task-Centric Exploratory Data Analysis for Statistical Modeling in Python 2021 SIGMOD 5.2400405e-05
1,918 VizDeck: Self-Organizing Dashboards for Visual Analytics 2012 SIGMOD 0.00010098963
4,425 Data Debugging and Exploration with Vizier 2019 SIGMOD 6.1913912e-05
461 SeeDB: Efficient Data-Driven Visualization Recommendations to Support Visual Analytics 2015 VLDB 0.00022615628
13,304 Towards Understanding Data Analysis Workflows using a Large Notebook Corpus 2019 SIGMOD -
11,126 PD-Explain: A Unified Python-native Framework for Query Explanations Over DataFrames 2024 VLDB 4.1905499e-05
10,693 LakeVisage: Towards Scalable, Flexible and Interactive Visualization Recommendation for Data Discovery over Data Lakes 2025 VLDB 4.1905499e-05