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: 7215
Venue: SIGMOD
Year: 2025
Pagerank: 4.1945683e-05
Overall Rank: 10,478 | 27.11%
DOI: 10.1145/3725282

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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
791	ActiveClean: Interactive Data Cleaning For Statistical Modeling	2016	VLDB	0.00016629664
1,463	ARDA: Automatic Relational Data Augmentation for Machine Learning	2020	VLDB	0.00011869295
1,867	Interpretable Data-Based Explanations for Fairness Debugging	2022	SIGMOD	0.00010272055
1,894	Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning	2020	VLDB	0.0001018378
2,968	Raha: A Configuration-Free Error Detection System	2019	SIGMOD	7.7985097e-05
4,456	AutoOD: Automatic Outlier Detection	2023	SIGMOD	6.1704203e-05
4,749	Slice Tuner: A Selective Data Acquisition Framework for Accurate and Fair Machine Learning Models	2021	SIGMOD	5.9503689e-05
4,769	Automated Feature Engineering for Algorithmic Fairness	2021	VLDB	5.934329e-05
4,935	OmniFair: A Declarative System for Model-Agnostic Group Fairness in Machine Learning	2021	SIGMOD	5.8198727e-05
5,428	The Price of Tailoring the Index to Your Data: Poisoning Attacks on Learned Index Structures	2022	SIGMOD	5.5091613e-05
7,202	Conformance Constraint Discovery: Measuring Trust in Data-Driven Systems	2021	SIGMOD	4.8023314e-05
7,926	CoCo: Interactive Exploration of Conformance Constraints for Data Understanding and Data Cleaning	2021	SIGMOD	4.6144554e-05
8,055	iFlipper: Label Flipping for Individual Fairness	2023	SIGMOD	4.5947404e-05
8,092	Saga: A Scalable Framework for Optimizing Data Cleaning Pipelines for Machine Learning Applications	2023	SIGMOD	4.587921e-05
8,510	Fight Fire with Fire: Towards Robust Graph Neural Networks on Dynamic Graphs via Actively Defense	2024	VLDB	4.4952414e-05
9,434	Rock: Cleaning Data by Embedding ML in Logic Rules	2024	SIGMOD	4.3430376e-05

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