Suna: Scalable Causal Confounder Discovery over Relational Data
Summary: Suna: a GPU-optimized system that scalably discovers admissible confounder sets from relational repositories by exploiting cause–effect asymmetry to find unconfounded ancestors of treatments without a full causal diagram. Iterative, join-free algorithm achieves >100× speedups. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
No non-self incoming citations found for this paper in this database.
Authors
- 1. Jiaxiang Liu
- 2. Siyuan Xia
- 3. Daniel Alabi
- 4. Eugene Wu
Incoming Citations (Sorted by Pagerank)
Showing 0 of 0 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|
Previous
Page 1 / 1
Next
Outgoing Citations (Sorted by Pagerank)
Showing 11 of 11 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 |
| 1,185 | JOSIE: Overlap Set Similarity Search for Finding Joinable Tables in Data Lakes | 2019 | SIGMOD | 0.00013432692 |
| 1,454 | Causal Relational Learning | 2020 | SIGMOD | 0.00011921443 |
| 1,462 | ARDA: Automatic Relational Data Augmentation for Machine Learning | 2020 | VLDB | 0.00011866333 |
| 2,816 | Bias in OLAP Queries: Detection, Explanation, and Removal (Or Think Twice About Your AVG-Query) | 2018 | SIGMOD | 8.0747683e-05 |
| 4,860 | Integrating Data Lake Tables | 2023 | VLDB | 5.867964e-05 |
| 6,081 | The Fast and the Private: Task-based Dataset Search | 2024 | CIDR | 5.2179192e-05 |
| 6,445 | Causal Data Integration | 2023 | VLDB | 5.0539192e-05 |
| 7,172 | Summarized Causal Explanations For Aggregate Views | 2024 | SIGMOD | 4.8068645e-05 |
| 7,490 | Saibot: A Differentially Private Data Search Platform | 2023 | VLDB | 4.7135369e-05 |
| 8,616 | Nexus: Correlation Discovery over Collections of Spatio-Temporal Tabular Data | 2024 | SIGMOD | 4.4795277e-05 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 9,870 | From Logs to Causal Inference: Diagnosing Large Systems | 2025 | VLDB | 4.2626861e-05 |
| 13,301 | Demonstration of Inferring Causality from Relational Databases with CaRL | 2020 | VLDB | - |
| 10,439 | CauSumX: Summarized Causal Explanations For Group-By-Average Queries | 2025 | SIGMOD | 4.1905499e-05 |
| 8,616 | Nexus: Correlation Discovery over Collections of Spatio-Temporal Tabular Data | 2024 | SIGMOD | 4.4795277e-05 |
| 10,437 | CausaLens: A System for Summarizing Causal DAGs | 2025 | SIGMOD | 4.1905499e-05 |
| 10,722 | What If: Causal Analysis with Graph Databases | 2025 | VLDB | 4.1905499e-05 |
| 6,445 | Causal Data Integration | 2023 | VLDB | 5.0539192e-05 |
| 1,454 | Causal Relational Learning | 2020 | SIGMOD | 0.00011921443 |
| 7,172 | Summarized Causal Explanations For Aggregate Views | 2024 | SIGMOD | 4.8068645e-05 |
| 10,590 | Causal DAG Summarization | 2025 | VLDB | 4.1905499e-05 |