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Enabling SQL-based Training Data Debugging for Federated Learning

Summary: Extends Rain-based SQL-based debugging to federated learning (FedRain) to prune mislabeled data causing unexpected model behavior. Then Frog refines the protocol for federated debugging, delivering security, accuracy, and efficiency over FedRain. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
12899
Venue
VLDB
Year
2022
Pagerank
5.6210545e-05
Overall Rank
5,222 | 63.68%
DOI
10.14778/3494124.3494125

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 4 of 4 citing papers.

Rank Citing Paper Year Venue Pagerank
6,502 Falcon: A Privacy-Preserving and Interpretable Vertical Federated Learning System 2023 VLDB 5.0361846e-05
7,487 Incentive-Aware Decentralized Data Collaboration 2023 SIGMOD 4.7180617e-05
8,459 Secure and Verifiable Data Collaboration with Low-Cost Zero-Knowledge Proofs 2024 VLDB 4.5065275e-05
9,323 FEAST: A Communication-efficient Federated Feature Selection Framework for Relational Data 2023 SIGMOD 4.3556432e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 18 of 18 cited papers.

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

Rank Cited Paper Year Venue Pagerank
31 Provenance Semirings 2007 PODS 0.0007857786
192 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00035728858
214 Scorpion: Explaining Away Outliers in Aggregate Queries 2013 VLDB 0.0003363692
791 ActiveClean: Interactive Data Cleaning For Statistical Modeling 2016 VLDB 0.00016629664
942 A Formal Approach to Finding Explanations for Database Queries 2014 SIGMOD 0.00015155714
1,106 Provenance for Aggregate Queries 2011 PODS 0.0001398766
1,143 Privacy Preserving Vertical Federated Learning for Tree-based Models 2020 VLDB 0.00013710269
1,337 HoloDetect: Few-Shot Learning for Error Detection 2019 SIGMOD 0.00012497164
1,371 Tiresias: The Database Oracle for How-To Queries 2012 SIGMOD 0.00012323502
1,420 Data Management Challenges in Production Machine Learning 2017 SIGMOD 0.00012057956
1,699 Sensitivity Analysis and Explanations for Robust Query Evaluation in Probabilistic Databases 2011 SIGMOD 0.00010858983
2,154 DIFF: A Relational Interface for Large-Scale Data Explanation 2019 VLDB 9.4208667e-05
2,402 Causality and Explanations in Databases 2014 VLDB 8.8928361e-05
2,649 Explaining Query Answers with Explanation-Ready Databases 2016 VLDB 8.3719123e-05
2,753 Complaint-driven Training Data Debugging for Query 2.0 2020 SIGMOD 8.1724339e-05
2,968 Raha: A Configuration-Free Error Detection System 2019 SIGMOD 7.7985097e-05
3,299 SCODED: Statistical Constraint Oriented Data Error Detection 2020 SIGMOD 7.2546659e-05
6,817 Error Diagnosis and Data Profiling with Data X-Ray 2015 VLDB 4.9171711e-05
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