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Counterfactual Explanation at Will, with Zero Privacy Leakage

Summary: CPC: client-side, data-driven counterfactual explanations that work even without model-owner cooperation, restoring user control over the right-to-explain. Key novelty: formal zero-privacy-leakage guarantee against model extraction, with complexity analysis plus fast, high-quality algorithms. (summarized by gpt-5.4-mini on May 24 2026)

Paper ID
6895
Venue
SIGMOD
Year
2024
Pagerank
4.1945683e-05
Overall Rank
10,954 | 23.80%
DOI
10.1145/3654933

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Showing 27 of 27 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
214 Scorpion: Explaining Away Outliers in Aggregate Queries 2013 VLDB 0.0003363692
942 A Formal Approach to Finding Explanations for Database Queries 2014 SIGMOD 0.00015155714
1,099 Interpretable and Informative Explanations of Outcomes 2015 VLDB 0.00014096312
1,119 The Complexity of Causality and Responsibility for Query Answers and non-Answers 2011 VLDB 0.0001386199
1,725 Max-Sum Diversification, Monotone Submodular Functions and Dynamic Updates 2012 PODS 0.00010748322
1,867 Interpretable Data-Based Explanations for Fairness Debugging 2022 SIGMOD 0.00010272055
2,402 Causality and Explanations in Databases 2014 VLDB 8.8928361e-05
2,602 Tracing Data Errors with View-Conditioned Causality 2011 SIGMOD 8.4667197e-05
2,649 Explaining Query Answers with Explanation-Ready Databases 2016 VLDB 8.3719123e-05
2,749 Towards Tight Bounds for the Streaming Set Cover Problem 2016 PODS 8.1773535e-05
2,923 Explaining Black-Box Algorithms Using Probabilistic Contrastive Counterfactuals 2021 SIGMOD 7.8953538e-05
4,614 Interactive Summarization and Exploration of Top Aggregate Query Answers 2018 VLDB 6.0467204e-05
4,872 Explainable AI: Foundations, Applications, Opportunities for Data Management Research 2022 SIGMOD 5.8609352e-05
5,418 High-Level Why-Not Explanations using Ontologies 2015 PODS 5.5178123e-05
5,607 HYPER: Hypothetical Reasoning With What-If and How-To Queries Using a Probabilistic Causal Approach 2022 SIGMOD 5.4137872e-05
6,449 Causal Data Integration 2023 VLDB 5.0587746e-05
6,475 Explain3D: Explaining Disagreements in Disjoint Datasets 2019 VLDB 5.0497183e-05
6,696 Approximate Summaries for Why and Why-not Provenance 2020 VLDB 4.9581958e-05
6,944 DataPrism: Exposing Disconnect between Data and Systems 2022 SIGMOD 4.8912787e-05
7,262 HypDB: A Demonstration of Detecting, Explaining and Resolving Bias in OLAP queries 2018 VLDB 4.78584e-05
7,888 Scalable Package Queries in Relational Database Systems 2016 VLDB 4.6254226e-05
8,021 Scaling Package Queries to a Billion Tuples via Hierarchical Partitioning and Customized Optimization 2024 VLDB 4.6039546e-05
8,341 BugDoc: Algorithms to Debug Computational Processes 2020 SIGMOD 4.5433282e-05
9,024 Causality-Guided Adaptive Interventional Debugging 2020 SIGMOD 4.4075011e-05
9,831 sPaQLTooLs: A Stochastic Package Query Interface for Scalable Constrained Optimization 2020 VLDB 4.2751057e-05
10,939 Relative Keys: Putting Feature Explanation into Context 2024 SIGMOD 4.1945683e-05
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