Back to papers
HYPER: Hypothetical Reasoning With What-If and How-To Queries Using a Probabilistic Causal Approach
Summary: HYPER enables what-if and how-to hypothetical reasoning over data with probabilistic causal dependencies, capturing cross-attribute effects from updates. Extending SQL with new operators, it defines semantics and algorithms grounded in causality and probabilistic databases, with optimizations and experimental evaluation.
(summarized by gpt-5-nano on Feb 09 2026)
Paper ID
h5983241881299e0e
Venue
SIGMOD
Year
2022
Pagerank
6.5310568e-05
Overall Rank
4,566 | 69.31%
DOI
10.1145/3514221.3526149
Incoming Non-self Citations Over Time
BibTeX Citation
Copy BibTeX
@inproceedings{galhotra_sigmod22,
title = {{HYPER: Hypothetical Reasoning With What-If and How-To Queries Using a Probabilistic Causal Approach}},
author = {Galhotra, Sainyam and Gilad, Amir and Roy, Sudeepa and Salimi, Babak},
series = {{SIGMOD} '22},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/3514221.3526149},
url = {https://dl.acm.org/doi/10.1145/3514221.3526149},
year = {2022}
}
Incoming Citations (Sorted by Pagerank)
Showing 16 of 16 citing papers.
Rank
Citing Paper
Year
Venue
Pagerank
5,214
Stage: Query Execution Time Prediction in Amazon Redshift
2024
SIGMOD
6.2248104e-05
5,353
Why Not Yet: Fixing a Top-k Ranking that Is Not Fair to Individuals
2023
VLDB
6.1637765e-05
6,183
Causal Data Integration
2023
VLDB
5.8587542e-05
6,436
Summarized Causal Explanations For Aggregate Views
2024
SIGMOD
5.7853643e-05
6,491
Nexus: Correlation Discovery over Collections of Spatio-Temporal Tabular Data
2024
SIGMOD
5.7674551e-05
6,699
Toward Interpretable and Actionable Data Analysis with Explanations and Causality
2022
VLDB
5.7058728e-05
7,538
Automating and Optimizing Data-Centric What-If Analyses on Native Machine Learning Pipelines
2023
SIGMOD
5.4995874e-05
8,761
Is Integer Linear Programming All You Need for Deletion Propagation? A Unified and Practical Approach for Generalized Deletion Propagation
2025
VLDB
5.283642e-05
9,231
Causal DAG Summarization
2025
VLDB
5.2056825e-05
9,949
Fair and Actionable Causal Prescription Ruleset
2025
SIGMOD
5.1038322e-05
10,207
From Logs to Causal Inference: Diagnosing Large Systems
2025
VLDB
5.0596605e-05
10,587
Privacy-preserving and Verifiable Causal Prescriptive Analytics
2026
SIGMOD
4.9793485e-05
10,625
Causal Explanations for Disparate Trends: Where and Why?
2026
SIGMOD
4.9793485e-05
10,987
GDPView: An Interactive Interface that Unifies Variants of Deletion Propagation (DP)
2026
VLDB
4.9793485e-05
11,345
What If: Causal Analysis with Graph Databases
2025
VLDB
4.9793485e-05
11,515
Counterfactual Explanation at Will, with Zero Privacy Leakage
2024
SIGMOD
4.9793485e-05
Outgoing Citations (Sorted by Pagerank)
Showing 14 of 14 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
Rank
Cited Paper
Year
Venue
Pagerank
245
MCDB: A Monte Carlo Approach to Managing Uncertain Data
2008
SIGMOD
0.00023258672
337
Trio: A System for Data, Uncertainty, and Lineage
2006
VLDB
0.00020621631
753
Profiling, What-if Analysis, and Cost-based Optimization of MapReduce Programs
2011
VLDB
0.00014237583
1,051
Tiresias: The Database Oracle for How-To Queries
2012
SIGMOD
0.00012279821
1,853
Hypothetical Queries in an OLAP Environment
2000
VLDB
9.5001964e-05
1,944
Caravan: Provisioning for What-If Analysis
2013
CIDR
9.3281326e-05
2,315
Causal Relational Learning
2020
SIGMOD
8.6532142e-05
2,353
Bias in OLAP Queries: Detection, Explanation, and Removal (Or Think Twice About Your AVG-Query)
2018
SIGMOD
8.5902514e-05
2,949
Reverse Data Management
2011
VLDB
7.821181e-05
2,984
Materialized Views in Probabilistic Databases: For Information Exchange and Query Optimization
2007
VLDB
7.7830089e-05
3,063
Explaining Black-Box Algorithms Using Probabilistic Contrastive Counterfactuals
2021
SIGMOD
7.6912904e-05
6,839
Probabilistic Databases for All
2020
PODS
5.6674588e-05
7,234
Hypothetical Reasoning via Provenance Abstraction
2019
SIGMOD
5.5792063e-05
9,050
Stochastic Package Queries in Probabilistic Databases
2020
SIGMOD
5.2305429e-05
Semantically Similar Papers
#
Overall Rank
Paper
Year
Venue
1
9,061
Understanding Queries by Conditional Instances
2022
SIGMOD
2
6,490
HypDB: A Demonstration of Detecting, Explaining and Resolving Bias in OLAP queries
2018
VLDB
3
2,728
Weighted Hypertree Decompositions and Optimal Query Plans
2004
PODS
4
1,981
Causality and Explanations in Databases
2014
VLDB
5
4,006
Hy+: A Hygraph-based Query and Visualization System
1993
SIGMOD
6
1,615
Sensitivity Analysis and Explanations for Robust Query Evaluation in Probabilistic Databases
2011
SIGMOD
7
7,234
Hypothetical Reasoning via Provenance Abstraction
2019
SIGMOD
8
11,120
Ultraverse: An Efficient What-if Analysis Framework for Software Applications Interacting with Database Systems
2025
SIGMOD
9
3,048
A Framework for Implementing Hypothetical Queries
1997
SIGMOD
10
11,345
What If: Causal Analysis with Graph Databases
2025
VLDB