GeCo: Quality Counterfactual Explanations in Real Time
Summary: GeCo: real-time, plausible counterfactual explanations via a tailored genetic search for minimal edits. Delta-representation and partial evaluation yield fast, high-quality explanations; GeCo outperforms five baselines on speed and quality. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Maximilian Schleich
- 2. Zixuan Geng
- 3. Yihong Zhang
- 4. Dan Suciu
Incoming Citations (Sorted by Pagerank)
Showing 4 of 4 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4,875 | Explainable AI: Foundations, Applications, Opportunities for Data Management Research | 2022 | SIGMOD | 5.8552996e-05 |
| 6,001 | FACET: Robust Counterfactual Explanation Analytics | 2023 | SIGMOD | 5.2365238e-05 |
| 9,158 | Computing Rule-Based Explanations by Leveraging Counterfactuals | 2023 | VLDB | 4.380727e-05 |
| 11,348 | CFDB: Machine Learning Model Analysis via Databases of CounterFactuals | 2022 | SIGMOD | 4.1905499e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 5 of 5 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 66 | Spark SQL: Relational Data Processing in Spark | 2015 | SIGMOD | 0.00061707583 |
| 1,172 | Learning Generalized Linear Models Over Normalized Data | 2015 | SIGMOD | 0.00013504249 |
| 2,843 | How to Architect a Query Compiler, Revisited | 2018 | SIGMOD | 8.0334687e-05 |
| 2,871 | Incremental and Approximate Inference for Faster Occlusion-based Deep CNN Explanations | 2019 | SIGMOD | 7.9800983e-05 |
| 3,280 | A Layered Aggregate Engine for Analytics Workloads | 2019 | SIGMOD | 7.2813732e-05 |
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