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Auctus: A Dataset Search Engine for Data Discovery and Augmentation

Summary: Auctus, a dataset search engine for discovering and augmenting structured data across Web tables, portals, and enterprises. Unique architecture supports rich dataset queries, exploration workflows, and case studies showing data augmentation to improve ML models and analytics. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
12474
Venue
VLDB
Year
2021
Pagerank
0.00010695388
Overall Rank
1,742 | 87.90%
DOI
10.14778/3476311.3476346

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 23 of 23 citing papers.

Rank Citing Paper Year Venue Pagerank
2,842 Semantics-aware Dataset Discovery from Data Lakes with Contextualized Column-based Representation Learning 2023 VLDB 8.0366354e-05
3,003 Chorus: Foundation Models for Unified Data Discovery and Exploration 2024 VLDB 7.7358219e-05
3,765 Ember: No-Code Context Enrichment via Similarity-Based Keyless Joins 2022 VLDB 6.7760748e-05
4,970 Leva: Boosting Machine Learning Performance with Relational Embedding Data Augmentation 2022 SIGMOD 5.7900867e-05
5,022 Towards Distribution-aware Query Answering in Data Markets 2022 VLDB 5.7479778e-05
5,756 Pneuma: Leveraging LLMs for Tabular Data Representation and Retrieval in an End-to-End System 2025 SIGMOD 5.3387063e-05
5,965 Automatic Data Acquisition for Deep Learning 2021 VLDB 5.2476363e-05
5,982 Responsible Data Integration: Next-generation Challenges 2022 SIGMOD 5.2409386e-05
6,081 The Fast and the Private: Task-based Dataset Search 2024 CIDR 5.2179192e-05
6,445 Causal Data Integration 2023 VLDB 5.0539192e-05
7,490 Saibot: A Differentially Private Data Search Platform 2023 VLDB 4.7135369e-05
7,586 LakeCompass: An End-to-End System for Data Maintenance, Search and Analysis in Data Lakes 2024 VLDB 4.700127e-05
7,869 Solo: Data Discovery Using Natural Language Questions Via A Self-Supervised Approach 2023 SIGMOD 4.6275089e-05
8,616 Nexus: Correlation Discovery over Collections of Spatio-Temporal Tabular Data 2024 SIGMOD 4.4795277e-05
9,928 Fainder: A Fast and Accurate Index for Distribution-Aware Dataset Search 2024 VLDB 4.2470891e-05
10,142 AutoDDG: Automated Dataset Description Generation using Large Language Models 2026 SIGMOD 4.1905499e-05
10,197 Qualitative Join Discovery in Data Lakes using Examples 2026 SIGMOD 4.1905499e-05
10,341 Revisiting Task-Oriented Dataset Search in the Era of Large Language Models: Challenges, Benchmark, and Solution 2026 VLDB 4.1905499e-05
10,353 A Theoretical Framework for Distribution-Aware Dataset Search 2025 PODS 4.1905499e-05
10,449 Finding What You’re Looking For: A Distribution-Aware Dataset Search Engine in Action 2025 SIGMOD 4.1905499e-05
10,653 OpenForge: Probabilistic Metadata Integration 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
11,381 Fast Dataset Search with Earth Mover’s Distance 2022 VLDB 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 6 of 6 cited papers.

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

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