Navigating Data Repositories: Utilizing Line Charts to Discover Relevant Datasets
Summary: DDLC: an automatic system that retrieves datasets from repositories matching a user-provided line chart by extracting and aligning visual elements and trends. Enables visual refinement and multi-way validation (reconstruction explanations, alternative aggregations, fine-grained correspondence). (summarized by gpt-5-mini on Feb 09 2026)
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Authors
- 1. Daomin Ji
- 2. Hui Luo
- 3. Zhifeng Bao
- 4. Shane Culpepper
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Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 513 | TURL: Table Understanding through Representation Learning | 2021 | VLDB | 0.00021288342 |
| 1,178 | Table Union Search on Open Data | 2018 | VLDB | 0.00013468118 |
| 2,836 | Semantics-aware Dataset Discovery from Data Lakes with Contextualized Column-based Representation Learning | 2023 | VLDB | 8.0443826e-05 |
| 3,000 | SANTOS: Relationship-based Semantic Table Union Search | 2023 | SIGMOD | 7.7462128e-05 |
| 3,824 | Correlation Sketches for Approximate Join-Correlation Queries | 2021 | SIGMOD | 6.7260705e-05 |
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