3 papers
cs.LG2026
Time-Aware Synthetic Control
Saeyoung Rho, Cyrus Illick, Samhitha Narasipura +3
The synthetic control (SC) framework is widely used for observational causal inference with time-series panel data. SC has been successful in diverse applications, but existing met…
cs.LG2025
Partial Identification Approach to Counterfactual Fairness Assessment
Saeyoung Rho, Junzhe Zhang, Elias Bareinboim
The wide adoption of AI decision-making systems in critical domains such as criminal justice, loan approval, and hiring processes has heightened concerns about algorithmic fairness…
cs.LG2025
ClusterSC: Advancing Synthetic Control with Donor Selection
Saeyoung Rho, Andrew Tang, Noah Bergam +2
In causal inference with observational studies, synthetic control (SC) has emerged as a prominent tool. SC has traditionally been applied to aggregate-level datasets, but more rece…