Data Enhancement for Binary Classification of Relational Data

Summary: Data enhancement for relational data classifiers to guard against adversarial poisoning in training data and unseen prediction-time attacks. A training-and-data-enhancement framework with algorithms to detect corrupted features and curate adversarial examples, achieving 20.4% robustness gains and 2.02x speed over SOTA without accuracy loss. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: he76395201c4fc1bc
Venue: SIGMOD
Year: 2025
Pagerank: 4.9793485e-05
Overall Rank: 11,182 | 24.82%
DOI: 10.1145/3725282

Incoming Non-self Citations Over Time

No non-self incoming citations found for this paper in this database.

Authors

1. Wenfei Fan (Beihang University; Shenzhen University; University of Edinburgh)
2. Xiaoyu Han (Fudan University)
3. Weilong Ren (Shenzhen University)
4. Zihuan Xu (Shenzhen University)

BibTeX Citation

@inproceedings{fan_sigmod25,
        title = {{Data Enhancement for Binary Classification of Relational Data}},
        author = {Fan, Wenfei and Han, Xiaoyu and Ren, Weilong and Xu, Zihuan},
        series = {{SIGMOD} '25},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3725282},
        url = {https://dl.acm.org/doi/10.1145/3725282},
        year = {2025}
}

Incoming Citations (Sorted by Pagerank)

Showing 0 of 0 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank

Outgoing Citations (Sorted by Pagerank)

Showing 16 of 16 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
483	ActiveClean: Interactive Data Cleaning For Statistical Modeling	2016	VLDB	0.00017590977
1,038	ARDA: Automatic Relational Data Augmentation for Machine Learning	2020	VLDB	0.00012370691
1,342	Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning	2020	VLDB	0.00010968223
1,805	Raha: A Configuration-Free Error Detection System	2019	SIGMOD	9.59842e-05
1,941	Interpretable Data-Based Explanations for Fairness Debugging	2022	SIGMOD	9.3297671e-05
3,745	Automated Feature Engineering for Algorithmic Fairness	2021	VLDB	7.055875e-05
4,030	Slice Tuner: A Selective Data Acquisition Framework for Accurate and Fair Machine Learning Models	2021	SIGMOD	6.8407272e-05
4,103	AutoOD: Automatic Outlier Detection	2023	SIGMOD	6.8066074e-05
4,616	The Price of Tailoring the Index to Your Data: Poisoning Attacks on Learned Index Structures	2022	SIGMOD	6.5000712e-05
4,719	OmniFair: A Declarative System for Model-Agnostic Group Fairness in Machine Learning	2021	SIGMOD	6.4548076e-05
5,572	Saga: A Scalable Framework for Optimizing Data Cleaning Pipelines for Machine Learning Applications	2023	SIGMOD	6.0802555e-05
6,139	iFlipper: Label Flipping for Individual Fairness	2023	SIGMOD	5.8734506e-05
7,505	Conformance Constraint Discovery: Measuring Trust in Data-Driven Systems	2021	SIGMOD	5.5074181e-05
7,872	Rock: Cleaning Data by Embedding ML in Logic Rules	2024	SIGMOD	5.4362062e-05
7,912	CoCo: Interactive Exploration of Conformance Constraints for Data Understanding and Data Cleaning	2021	SIGMOD	5.4279818e-05
8,670	Fight Fire with Fire: Towards Robust Graph Neural Networks on Dynamic Graphs via Actively Defense	2024	VLDB	5.2917782e-05

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