airline revenue management 1causal inference 1decision trees 1mixed-integer optimization 1prescriptive analytics 1
From the 1 of 2 linked papers with an AI index.
2 papers
cs.LG2026
Counterfactual Optimal Action Trees (COAT): Interpretable Prescriptive Policies from Observational Data
Youssef Drissi, Markus Ettl, Shivaram Subramanian +2
The paper presents COAT, a method that builds interpretable decision trees for prescribing actions by combining counterfactual outcome estimates with mixed‑integer optimization, an…
cs.LG2026
Causal-Aware Foundation-Model for Bilevel Optimization in Discrete Choice Settings
Shivaram Subramanian, Zhengliang Xue, Markus Ettl +2
We introduce a causal aware foundation-model framework for real time optimal decision making in discrete choice environments. We propose a constrained triple-head price optimizatio…