{"total":65,"rows":[{"id":"2106.01939","title":"Causal Effect Inference for Structured Treatments","created":"2021-06-03","cited_by_count":39,"area":null},{"id":"2202.09667","title":"Doubly Robust Distributionally Robust Off-Policy Evaluation and Learning","created":"2022-02-19","cited_by_count":34,"area":null},{"id":"2212.09900","title":"Policy learning \"without\" overlap: Pessimism and generalized empirical Bernstein's inequality","created":"2022-12-19","cited_by_count":32,"area":null},{"id":"2305.15703","title":"The Benefits of Being Distributional: Small-Loss Bounds for Reinforcement Learning","created":"2023-05-25","cited_by_count":27,"area":null},{"id":"2105.02344","title":"Policy Learning with Adaptively Collected Data","created":"2021-05-05","cited_by_count":21,"area":null},{"id":"2211.15728","title":"Direct Heterogeneous Causal Learning for Resource Allocation Problems in Marketing","created":"2022-11-28","cited_by_count":21,"area":null},{"id":"2106.00808","title":"Invariant Policy Learning: A Causal Perspective","created":"2021-06-01","cited_by_count":17,"area":null},{"id":"2305.19742","title":"Reliable Off-Policy Learning for Dosage Combinations","created":"2023-05-31","cited_by_count":15,"area":null},{"id":"2209.01754","title":"Learning from a Biased Sample","created":"2022-09-05","cited_by_count":14,"area":null},{"id":"2108.13628","title":"Learning Optimal Prescriptive Trees from Observational Data","created":"2021-08-31","cited_by_count":10,"area":null},{"id":"2209.13075","title":"Off-policy estimation of linear functionals: Non-asymptotic theory for semi-parametric efficiency","created":"2022-09-26","cited_by_count":10,"area":null},{"id":"2310.08672","title":"Machine Learning Who to Nudge: Causal vs Predictive Targeting in a Field Experiment on Student Financial Aid Renewal","created":"2023-10-12","cited_by_count":8,"area":null},{"id":"2410.08014","title":"Privacy-preserved LLM Cascade via CoT-enhanced Policy Learning","created":"2024-10-10","cited_by_count":8,"area":null},{"id":"2107.11533","title":"Combining Online Learning and Offline Learning for Contextual Bandits with Deficient Support","created":"2021-07-24","cited_by_count":7,"area":null},{"id":"2211.12004","title":"Contextual Bandits in a Survey Experiment on Charitable Giving: Within-Experiment Outcomes versus Policy Learning","created":"2022-11-22","cited_by_count":7,"area":null},{"id":"2302.02944","title":"Learning Complementary Policies for Human-AI Teams","created":"2023-02-06","cited_by_count":7,"area":null},{"id":"2110.10081","title":"Stateful Offline Contextual Policy Evaluation and Learning","created":"2021-10-19","cited_by_count":6,"area":null},{"id":"2111.09933","title":"Loss Functions for Discrete Contextual Pricing with Observational Data","created":"2021-11-18","cited_by_count":6,"area":null},{"id":"2207.10163","title":"Constrained Prescriptive Trees via Column Generation","created":"2022-07-20","cited_by_count":6,"area":null},{"id":"2310.06969","title":"Positivity-free Policy Learning with Observational Data","created":"2023-10-10","cited_by_count":6,"area":null},{"id":"2311.02467","title":"Individualized Policy Evaluation and Learning under Clustered Network Interference","created":"2023-11-04","cited_by_count":6,"area":null},{"id":"2502.17292","title":"Joint Value Estimation and Bidding in Repeated First-Price Auctions","created":"2025-02-24","cited_by_count":6,"area":null},{"id":"2210.08740","title":"Risk-Sensitive Markov Decision Processes with Long-Run CVaR Criterion","created":"2022-10-17","cited_by_count":4,"area":null},{"id":"2307.08840","title":"Bayesian Safe Policy Learning with Chance Constrained Optimization: Application to Military Security Assessment during the Vietnam War","created":"2023-07-17","cited_by_count":4,"area":null},{"id":"2111.03267","title":"Interpretable Personalized Experimentation","created":"2021-11-05","cited_by_count":3,"area":null},{"id":"2202.02416","title":"Generalized Causal Tree for Uplift Modeling","created":"2022-02-04","cited_by_count":3,"area":null},{"id":"2202.06657","title":"The Impact of Batch Learning in Stochastic Linear Bandits","created":"2022-02-14","cited_by_count":3,"area":null},{"id":"2203.02473","title":"Interpretable Off-Policy Learning via Hyperbox Search","created":"2022-03-04","cited_by_count":3,"area":null},{"id":"2402.18159","title":"Provable Risk-Sensitive Distributional Reinforcement Learning with General Function Approximation","created":"2024-02-28","cited_by_count":3,"area":"deeprl"},{"id":"2407.01065","title":"Improve ROI with Causal Learning and Conformal Prediction","created":"2024-07-01","cited_by_count":3,"area":null},{"id":"2410.08537","title":"Robust Offline Policy Learning with Observational Data from Multiple Sources","created":"2024-10-11","cited_by_count":3,"area":"offlinerl"},{"id":"2109.02570","title":"Efficient Learning of Optimal Individualized Treatment Rules for Heteroscedastic or Misspecified Treatment-Free Effect Models","created":"2021-09-06","cited_by_count":2,"area":null},{"id":"2110.05636","title":"CAPITAL: Optimal Subgroup Identification via Constrained Policy Tree Search","created":"2021-10-11","cited_by_count":2,"area":null},{"id":"2307.15691","title":"ODTlearn: A Package for Learning Optimal Decision Trees for Prediction and Prescription","created":"2023-07-28","cited_by_count":2,"area":null},{"id":"2309.00805","title":"Fairness Implications of Heterogeneous Treatment Effect Estimation with Machine Learning Methods in Policy-making","created":"2023-09-02","cited_by_count":2,"area":null},{"id":"2310.13240","title":"Transparency challenges in policy evaluation with causal machine learning -- improving usability and accountability","created":"2023-10-20","cited_by_count":2,"area":null},{"id":"2401.03756","title":"Adaptive Experimental Design for Policy Learning","created":"2024-01-08","cited_by_count":2,"area":null},{"id":"2505.08092","title":"Doubly Robust Fusion of Many Treatments for Policy Learning","created":"2025-05-12","cited_by_count":2,"area":null},{"id":"2607.08951","title":"A Statistical Test for the Benefits of Personalizing Interventions","created":"2026-07-09","cited_by_count":2,"area":null},{"id":"2103.10251","title":"Optimal Targeting in Fundraising: A Causal Machine-Learning Approach","created":"2021-03-10","cited_by_count":1,"area":null},{"id":"2111.02071","title":"The Impact of Batch Learning in Stochastic Bandits","created":"2021-11-03","cited_by_count":1,"area":null},{"id":"2306.00651","title":"Learning Prescriptive ReLU Networks","created":"2023-06-01","cited_by_count":1,"area":null},{"id":"2403.20250","title":"Optimal Policy Learning with Observational Data in Multi-Action Scenarios: Estimation, Risk Preference, and Potential Failures","created":"2024-03-29","cited_by_count":1,"area":null},{"id":"2405.20486","title":"Policy Trees for Prediction: Interpretable and Adaptive Model Selection for Machine Learning","created":"2024-05-30","cited_by_count":1,"area":null},{"id":"2408.09155","title":"Learning Robust Treatment Rules for Censored Data","created":"2024-08-17","cited_by_count":1,"area":null},{"id":"2603.02174","title":"De-paradox Tree: Breaking Down Simpson's Paradox via A Kernel-Based Partition Algorithm","created":"2026-03-02","cited_by_count":1,"area":null},{"id":"2603.28681","title":"Functional Natural Policy Gradients","created":"2026-03-30","cited_by_count":1,"area":"deeprl"},{"id":"2106.05031","title":"Estimation of Optimal Dynamic Treatment Assignment Rules under Policy Constraints","created":"2021-06-09","cited_by_count":0,"area":null},{"id":"2106.11389","title":"Robust and Heterogenous Odds Ratio: Estimating Price Sensitivity for Unbought Items","created":"2021-06-21","cited_by_count":0,"area":null},{"id":"2212.06312","title":"Policy learning for many outcomes of interest: Combining optimal policy trees with multi-objective Bayesian optimisation","created":"2022-12-13","cited_by_count":0,"area":null},{"id":"2305.12407","title":"Federated Offline Policy Learning","created":"2023-05-21","cited_by_count":0,"area":"offlinerl"},{"id":"2311.00577","title":"Personalized Assignment to One of Many Treatment Arms via Regularized and Clustered Joint Assignment Forests","created":"2023-11-01","cited_by_count":0,"area":null},{"id":"2402.02006","title":"PresAIse, A Prescriptive AI Solution for Enterprises","created":"2024-02-03","cited_by_count":0,"area":null},{"id":"2403.18248","title":"Statistical Inference of Optimal Allocations I: Regularities and their Implications","created":"2024-03-27","cited_by_count":0,"area":null},{"id":"2507.05175","title":"Blind Targeting: Personalization under Third-Party Privacy Constraints","created":"2025-07-07","cited_by_count":0,"area":null},{"id":"2509.08194","title":"Prescribe-then-Select: Adaptive Policy Selection for Contextual Stochastic Optimization","created":"2025-09-09","cited_by_count":0,"area":null},{"id":"2510.15483","title":"Fast Best-in-Class Regret for Contextual Bandits","created":"2025-10-17","cited_by_count":0,"area":null},{"id":"2510.26723","title":"Bridging the Gap between Empirical Welfare Maximization and Conditional Average Treatment Effect Estimation in Policy Learning","created":"2025-10-30","cited_by_count":0,"area":null},{"id":"2512.22846","title":"Causal-Policy Forest for End-to-End Policy Learning","created":"2025-12-28","cited_by_count":0,"area":null},{"id":"2602.23672","title":"General Bayesian Policy Learning","created":"2026-02-27","cited_by_count":0,"area":null},{"id":"2605.15620","title":"Pessimistic Risk-Aware Policy Learning in Contextual Bandits","created":"2026-05-15","cited_by_count":0,"area":null},{"id":"2607.03385","title":"A Hierarchy of Policy Learning Problems","created":"2026-07-03","cited_by_count":0,"area":null},{"id":"2608.10050","title":"Observational Policy Ranking for SMB Financial Guidance from Multi-Action Accounting Logs","created":"2026-08-10","cited_by_count":0,"area":null},{"id":"2609.32274","title":"When Does a Skill Add Value? Task-Conditional Gain Prediction for Selective Skill Use","created":"2026-09-26","cited_by_count":0,"area":null},{"id":"2610.19782","title":"Learning Who Benefits Most: Multi-Treatment Causal Ranking for Population Health Stratification","created":"2026-10-14","cited_by_count":0,"area":null}],"next_cursor":null}