Database Paper Browser

Back to papers

Democratizing Data Science through Interactive Curation of ML Pipelines

Summary: Interactive AutoML for scientists via curated ML pipelines. Uses query-optimization, cost-based bandits, and Bayesian optimization to achieve interactive latency and beat expert solutions on unseen data across 300+ datasets. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5676
Venue
SIGMOD
Year
2019
Pagerank
0.00015324193
Overall Rank
917 | 93.63%
DOI
10.1145/3299869.3319863

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 27 of 27 citing papers.

Rank Citing Paper Year Venue Pagerank
1,462 ARDA: Automatic Relational Data Augmentation for Machine Learning 2020 VLDB 0.00011866333
1,742 Auctus: A Dataset Search Engine for Data Discovery and Augmentation 2021 VLDB 0.00010695388
2,122 SystemDS: A Declarative Machine Learning System for the End-to-End Data Science Lifecycle 2020 CIDR 9.4905306e-05
2,325 DBPal: A Fully Pluggable NL2SQL Training Pipeline 2020 SIGMOD 9.0277894e-05
3,938 SimpleTS: An Efficient and Universal Model Selection Framework for Time Series Forecasting 2023 VLDB 6.6111703e-05
4,455 AutoOD: Automatic Outlier Detection 2023 SIGMOD 6.1644904e-05
4,553 A Demonstration of AutoOD: A Self-Tuning Anomaly Detection System 2022 VLDB 6.0852762e-05
4,601 Distributed Deep Learning on Data Systems: A Comparative Analysis of Approaches 2021 VLDB 6.05274e-05
4,779 LIMA: Fine-grained Lineage Tracing and Reuse in Machine Learning Systems 2021 SIGMOD 5.9259373e-05
4,962 Doing More with Less: Characterizing Dataset Downsampling for AutoML 2021 VLDB 5.7979872e-05
5,439 DiffPrep: Differentiable Data Preprocessing Pipeline Search for Learning over Tabular Data 2023 SIGMOD 5.5034427e-05
6,061 Optimizing Machine Learning Workloads in Collaborative Environments 2020 SIGMOD 5.2270653e-05
7,309 The Machine Learning Bazaar: Harnessing the ML Ecosystem for Effective System Development 2020 SIGMOD 4.7611148e-05
7,702 ExDRa: Exploratory Data Science on Federated Raw Data 2021 SIGMOD 4.6689015e-05
8,096 Saga: A Scalable Framework for Optimizing Data Cleaning Pipelines for Machine Learning Applications 2023 SIGMOD 4.583522e-05
8,166 Capturing and Querying Fine-grained Provenance of Preprocessing Pipelines in Data Science 2021 VLDB 4.567959e-05
8,178 DORIAN in action: Assisted Design of Data Science Pipelines 2022 VLDB 4.5629474e-05
8,739 CtxPipe: Context-aware Data Preparation Pipeline Construction for Machine Learning 2024 SIGMOD 4.4520434e-05
8,828 HAIPipe: Combining Human-generated and Machine-generated Pipelines for Data Preparation 2023 SIGMOD 4.4364918e-05
9,196 Hyper-Tune: Towards Efficient Hyper-parameter Tuning at Scale 2022 VLDB 4.3723457e-05
10,252 CAPS: Cost-Aware ML Pipeline Selection 2026 VLDB 4.1905499e-05
10,569 A Systematic Study on Early Stopping Metrics in HPO and the Implications of Uncertainty 2025 VLDB 4.1905499e-05
10,636 CatDB: Data-catalog-guided, LLM-based Generation of Data-centric ML Pipelines 2025 VLDB 4.1905499e-05
10,690 AutoPrep: Natural Language Question-Aware Data Preparation with a Multi-Agent Framework 2025 VLDB 4.1905499e-05
11,218 Demystifying the QoS and QoE of Edge-hosted Video Streaming Applications in the Wild with SNESet 2023 SIGMOD 4.1905499e-05
11,480 Enforcing Constraints for Machine Learning Systems via Declarative Feature Selection: An Experimental Study 2021 SIGMOD 4.1905499e-05
11,553 Active Reinforcement Learning for Data Preparation: Learn2Clean with Human-In-The-Loop 2020 CIDR 4.1905499e-05
Previous Page 1 / 1 Next

Outgoing Citations (Sorted by Pagerank)

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
1 Access Path Selection in a Relational Database Management System 1979 SIGMOD 0.0040465394
380 Towards Estimation Error Guarantees for Distinct Values 2000 PODS 0.00024943236
543 MLbase: A Distributed Machine-learning System 2013 CIDR 0.0002050918
992 Effortless Data Exploration with zenvisage: An Expressive and Interactive Visual Analytics System 2017 VLDB 0.00014795333
1,354 Northstar: An Interactive Data Science System 2018 VLDB 0.00012424105
1,393 Ease.ml: Towards Multi-tenant Resource Sharing for Machine Learning Workloads 2018 VLDB 0.00012223372
2,253 Vizdom: Interactive Analytics through Pen and Touch 2015 VLDB 9.1886315e-05
2,260 LINVIEW: Incremental View Maintenance for Complex Analytical Queries 2014 SIGMOD 9.1771829e-05
4,825 Querying Without Keyboards 2013 CIDR 5.889464e-05
5,896 GestureQuery: A Multitouch Database Query Interface 2013 VLDB 5.2814794e-05
Previous Page 1 / 1 Next

Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
2,122 SystemDS: A Declarative Machine Learning System for the End-to-End Data Science Lifecycle 2020 CIDR 9.4905306e-05
13,198 ML2DAC: Meta-learning to Democratize AutoML for Clustering Analyses 2023 SIGMOD -
13,112 Demonstrating CatDB: LLM-based Generation of Data-centric ML Pipelines 2025 SIGMOD -
10,821 mlidea: Interactively Improving ML Data Preparation Code via "Shadow Pipelines" 2025 VLDB 4.1905499e-05
3,076 Explore-by-Example: An Automatic Query Steering Framework for Interactive Data Exploration 2014 SIGMOD 7.6063803e-05
8,178 DORIAN in action: Assisted Design of Data Science Pipelines 2022 VLDB 4.5629474e-05
5,306 A Scalable AutoML Approach Based on Graph Neural Networks 2022 VLDB 5.5725759e-05
4,755 Optimization for Active Learning-based Interactive Database Exploration 2019 VLDB 5.9375171e-05
7,309 The Machine Learning Bazaar: Harnessing the ML Ecosystem for Effective System Development 2020 SIGMOD 4.7611148e-05
11,553 Active Reinforcement Learning for Data Preparation: Learn2Clean with Human-In-The-Loop 2020 CIDR 4.1905499e-05