GEDet: Detecting Erroneous Nodes with A Few Examples
Summary: Few-shot node error detection with GEDet; detects erroneous nodes from few examples. Uses graph augmentation to synthesize data and an adversarial detector to separate real, synthetic, and erroneous nodes; various errors and active learning. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
No non-self incoming citations found for this paper in this database.
Authors
- 1. Sheng Guan (Case Western Reserve University)
- 2. Hanchao Ma (Case Western Reserve University)
- 3. Sutanay Choudhury (Pacific Northwest National Laboratory)
- 4. Yinghui Wu (Case Western Reserve University)
BibTeX Citation
@article{guan_vldb21,
title = {{GEDet: Detecting Erroneous Nodes with A Few Examples}},
author = {Guan, Sheng and Ma, Hanchao and Choudhury, Sutanay and Wu, Yinghui},
journal = {PVLDB},
series = {{VLDB} '21},
volume = {14},
number = {12},
pages = {2875--2878},
doi = {10.14778/3476311.3476367},
url = {https://doi.org/10.14778/3476311.3476367},
year = {2021}
}Incoming Citations (Sorted by Pagerank)
Showing 0 of 0 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|
Previous
Page 1 / 1
Next
Outgoing Citations (Sorted by Pagerank)
Showing 2 of 2 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,355 | Detecting Data Errors: Where are we and what needs to be done? | 2016 | VLDB | 0.00011045271 |
| 2,978 | Functional Dependencies for Graphs | 2016 | SIGMOD | 7.8827192e-05 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 2,739 | Uni-Detect: A Unified Approach to Automated Error Detection in Tables | 2019 | SIGMOD |
| 2 | 3,019 | SCODED: Statistical Constraint Oriented Data Error Detection | 2020 | SIGMOD |
| 3 | 11,625 | PGE: Robust Product Graph Embedding Learning for Error Detection | 2022 | VLDB |
| 4 | 11,113 | Demonstrating Matelda for Multi-Table Error Detection | 2025 | VLDB |
| 5 | 10,561 | A Semantics-aware Approach for Graph Edit Distance Estimation over Knowledge Graphs | 2026 | VLDB |
| 6 | 3,382 | UGuide – User-Guided Discovery of FD-Detectable Errors | 2017 | SIGMOD |
| 7 | 3,924 | TaGSim: Type-aware Graph Similarity Learning and Computation | 2022 | VLDB |
| 8 | 10,846 | Graph Edit Distance Estimation: A New Heuristic and A Holistic Evaluation of Learning-based Methods | 2025 | SIGMOD |
| 9 | 8,099 | Computing Approximate Graph Edit Distance via Optimal Transport | 2025 | SIGMOD |
| 10 | 3,423 | Computing Graph Edit Distance via Neural Graph Matching | 2023 | VLDB |