Safe Policy Learning through Extrapolation: Application to Pre-trial Risk Assessment

Safe Policy Learning through Extrapolation: Application to Pre-trial Risk Assessment

22 September 2021

Eli Ben-Michael

Papers citing "Safe Policy Learning through Extrapolation: Application to Pre-trial Risk Assessment"

11 / 11 papers shown

Title
Minimax Regret Estimation for Generalizing Heterogeneous Treatment Effects with Multisite Data Yi Zhang Melody Huang Kosuke Imai CML 85 2 0 15 Dec 2024
CSPI-MT: Calibrated Safe Policy Improvement with Multiple Testing for Threshold Policies Brian Cho Ana-Roxana Pop Kyra Gan Sam Corbett-Davies Israel Nir Ariel Evnine Nathan Kallus OffRL 24 0 0 21 Aug 2024
Designing Algorithmic Recommendations to Achieve Human-AI Complementarity Bryce Mclaughlin Jann Spiess 30 1 0 02 May 2024
Neyman Meets Causal Machine Learning: Experimental Evaluation of Individualized Treatment Rules Michael Lingzhi Li Kosuke Imai CML 24 0 0 25 Apr 2024
Individualized Policy Evaluation and Learning under Clustered Network Interference Yi Zhang Kosuke Imai OffRL 39 1 0 04 Nov 2023
Optimal and Fair Encouragement Policy Evaluation and Learning Angela Zhou OffRL 24 3 0 12 Sep 2023
Bayesian Safe Policy Learning with Chance Constrained Optimization: Application to Military Security Assessment during the Vietnam War Zeyang Jia Eli Ben-Michael Kosuke Imai 26 4 0 17 Jul 2023
Off-policy evaluation beyond overlap: partial identification through smoothness Samir Khan Martin Saveski J. Ugander OffRL 38 5 0 19 May 2023
Policy Learning under Biased Sample Selection Lihua Lei Roshni Sahoo Stefan Wager 32 13 0 23 Apr 2023
Distributionally Robust Causal Inference with Observational Data Dimitris Bertsimas Kosuke Imai Michael Lingzhi Li OOD 53 9 0 15 Oct 2022
Policy Learning with Asymmetric Counterfactual Utilities Eli Ben-Michael Kosuke Imai Zhichao Jiang OffRL 26 16 0 21 Jun 2022