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: 4.9605343e-05
Overall Rank: 11,250 | 24.59%
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
460	ActiveClean: Interactive Data Cleaning For Statistical Modeling	2016	VLDB	0.00017836918
1,041	ARDA: Automatic Relational Data Augmentation for Machine Learning	2020	VLDB	0.00012334538
1,347	Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning	2020	VLDB	0.00010947547
1,731	Raha: A Configuration-Free Error Detection System	2019	SIGMOD	9.7585913e-05
1,954	Interpretable Data-Based Explanations for Fairness Debugging	2022	SIGMOD	9.2965173e-05
3,749	Automated Feature Engineering for Algorithmic Fairness	2021	VLDB	7.0348686e-05
4,049	Slice Tuner: A Selective Data Acquisition Framework for Accurate and Fair Machine Learning Models	2021	SIGMOD	6.8169373e-05
4,123	AutoOD: Automatic Outlier Detection	2023	SIGMOD	6.780889e-05
4,621	The Price of Tailoring the Index to Your Data: Poisoning Attacks on Learned Index Structures	2022	SIGMOD	6.4828493e-05
4,736	OmniFair: A Declarative System for Model-Agnostic Group Fairness in Machine Learning	2021	SIGMOD	6.4304185e-05
5,230	Saga: A Scalable Framework for Optimizing Data Cleaning Pipelines for Machine Learning Applications	2023	SIGMOD	6.2059854e-05
6,161	iFlipper: Label Flipping for Individual Fairness	2023	SIGMOD	5.8512581e-05
7,041	CoCo: Interactive Exploration of Conformance Constraints for Data Understanding and Data Cleaning	2021	SIGMOD	5.5982623e-05
7,518	Conformance Constraint Discovery: Measuring Trust in Data-Driven Systems	2021	SIGMOD	5.4894144e-05
7,892	Rock: Cleaning Data by Embedding ML in Logic Rules	2024	SIGMOD	5.4156936e-05
8,698	Fight Fire with Fire: Towards Robust Graph Neural Networks on Dynamic Graphs via Actively Defense	2024	VLDB	5.2717835e-05

Semantically Similar Papers

#	Overall Rank	Paper	Year	Venue
1	10,153	Data Augmentation for ML-driven Data Preparation and Integration	2021	VLDB
2	7,601	Robust Entity Resolution using Random Graphs	2018	SIGMOD
3	3,024	Data Acquisition for Improving Machine Learning Models	2021	VLDB
4	6,173	Automatic Data Acquisition for Deep Learning	2021	VLDB
5	1,348	Creating Embeddings of Heterogeneous Relational Datasets for Data Integration Tasks	2020	SIGMOD
6	10,273	Scalable and Usable Relational Learning With Automatic Language Bias	2021	SIGMOD
7	5,934	A Relational Framework for Classifier Engineering	2017	PODS
8	6,654	Coresets over Multiple Tables for Feature-rich and Data-efficient Machine Learning	2023	VLDB
9	11,644	Enriching Relations with Additional Attributes for ER	2024	VLDB
10	1,041	ARDA: Automatic Relational Data Augmentation for Machine Learning	2020	VLDB