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Complaint-driven Training Data Debugging for Query 2.0

Summary: Rain is a complaint-driven debugger for training data in Query 2.0, letting users lodge complaints on outputs to prune minimal training-set fixes. Two influence-function-based heuristics enable linear retraining, achieving high recall@k and interactive performance on real-world datasets. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5912
Venue
SIGMOD
Year
2020
Pagerank
8.1646193e-05
Overall Rank
2,759 | 80.83%
DOI
10.1145/3318464.3389696

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 15 of 15 citing papers.

Rank Citing Paper Year Venue Pagerank
1,869 Interpretable Data-Based Explanations for Fairness Debugging 2022 SIGMOD 0.00010263235
2,845 VolcanoML: Speeding up End-to-End AutoML via Scalable Search Space Decomposition 2021 VLDB 8.0301674e-05
4,875 Explainable AI: Foundations, Applications, Opportunities for Data Management Research 2022 SIGMOD 5.8552996e-05
5,227 Enabling SQL-based Training Data Debugging for Federated Learning 2022 VLDB 5.6156523e-05
5,321 XInsight: eXplainable Data Analysis Through The Lens of Causality 2023 SIGMOD 5.5676564e-05
6,779 Explaining Inference Queries with Bayesian Optimization 2021 VLDB 4.9232829e-05
6,948 DataPrism: Exposing Disconnect between Data and Systems 2022 SIGMOD 4.8865863e-05
7,556 Interactive Query Explanations Using Fine Grained Provenance 2022 SIGMOD 4.7072603e-05
8,183 SHiFT: An Efficient, Flexible Search Engine for Transfer Learning 2023 VLDB 4.5615358e-05
8,853 Complaint-Driven Training Data Debugging at Interactive Speeds 2022 SIGMOD 4.4308213e-05
9,196 Hyper-Tune: Towards Efficient Hyper-parameter Tuning at Scale 2022 VLDB 4.3723457e-05
10,019 Guardrail: Automated Integrity Constraint Synthesis From Noisy Data 2026 SIGMOD 4.1905499e-05
11,003 MisDetect: Iterative Mislabel Detection using Early Loss 2024 VLDB 4.1905499e-05
11,011 MetaStore: Analyzing Deep Learning Meta-Data at Scale 2024 VLDB 4.1905499e-05
11,434 Ease.ML: A Lifecycle Management System for MLDev and MLOps 2021 CIDR 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 35 of 35 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 0.00078516827
74 Efficient Query Evaluation on Probabilistic Databases 2004 VLDB 0.00057797415
139 The MADlib Analytics Library or MAD Skills, the SQL 2012 VLDB 0.00042320525
192 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00035692958
213 Scorpion: Explaining Away Outliers in Aggregate Queries 2013 VLDB 0.0003371037
332 Accelerating Machine Learning Inference with Probabilistic Predicates 2018 SIGMOD 0.00027173479
487 Why Not? 2009 SIGMOD 0.00022030123
543 MLbase: A Distributed Machine-learning System 2013 CIDR 0.0002050918
557 SystemML: Declarative Machine Learning on Spark 2016 VLDB 0.00020186115
705 Magellan: Toward Building Entity Matching Management Systems 2016 VLDB 0.00017779048
788 ActiveClean: Interactive Data Cleaning For Statistical Modeling 2016 VLDB 0.00016618698
943 A Formal Approach to Finding Explanations for Database Queries 2014 SIGMOD 0.00015140995
1,037 Interventional Fairness : Causal Database Repair for Algorithmic Fairness 2019 SIGMOD 0.00014514825
1,106 Provenance for Aggregate Queries 2011 PODS 0.00013976386
1,124 How to ConQueR Why-Not Questions 2010 SIGMOD 0.00013832959
1,340 HoloDetect: Few-Shot Learning for Error Detection 2019 SIGMOD 0.00012492795
1,376 Tiresias: The Database Oracle for How-To Queries 2012 SIGMOD 0.00012315734
1,403 Detecting Data Errors: Where are we and what needs to be done? 2016 VLDB 0.00012180046
1,422 Data Management Challenges in Production Machine Learning 2017 SIGMOD 0.00012050431
1,698 Sensitivity Analysis and Explanations for Robust Query Evaluation in Probabilistic Databases 2011 SIGMOD 0.00010857033
2,158 DIFF: A Relational Interface for Large-Scale Data Explanation 2019 VLDB 9.4117885e-05
2,400 Causality and Explanations in Databases 2014 VLDB 8.884178e-05
2,655 Explaining Query Answers with Explanation-Ready Databases 2016 VLDB 8.3638668e-05
2,968 Raha: A Configuration-Free Error Detection System 2019 SIGMOD 7.7964476e-05
3,107 Data X-Ray: A Diagnostic Tool for Data Errors 2015 SIGMOD 7.5549177e-05
3,224 Reverse Data Management 2011 VLDB 7.3523336e-05
3,668 Reverse Engineering Aggregation Queries 2017 VLDB 6.8581987e-05
3,767 Cleaning Crowdsourced Labels Using Oracles for Statistical Classification 2019 VLDB 6.7748725e-05
3,866 Cloudy with High Chance of DBMS: A 10-year Prediction for Enterprise-Grade ML 2020 CIDR 6.6795497e-05
4,088 Snorkel: Fast Training Set Generation for Information Extraction 2017 SIGMOD 6.457048e-05
4,197 Overton: A Data System for Monitoring and Improving Machine-Learned Products 2020 CIDR 6.3625568e-05
5,454 QFix: Diagnosing Errors through Query Histories 2017 SIGMOD 5.4967096e-05
6,371 DeepBase: Deep Inspection of Neural Networks 2019 SIGMOD 5.0880545e-05
7,262 HypDB: A Demonstration of Detecting, Explaining and Resolving Bias in OLAP queries 2018 VLDB 4.7811818e-05
7,793 Subjective Databases 2019 VLDB 4.6449823e-05
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