conftrace_

dynamic treatment regime

12 papers

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Also known as

DTR

Co-occurring keywords

causal inference (1630) personalized medicine (27) inverse probability weighting (19) online learning (1777) offline reinforcement learning (492) reinforcement learning (4352) outcome weighted learning (2) stage importance score (1) finite-difference approximation (2) pessimism principle (9)

Papers

Asymptotic Inference for Multi-Stage Stationary Treatment Policy with Variable Selection JMLR 2025
Causal Inference in the Closed-Loop: Marginal Structural Models for Sequential Excursion Effects NIPS 2024
EpiCare: A Reinforcement Learning Benchmark for Dynamic Treatment Regimes NIPS 2024
Stage-Aware Learning for Dynamic Treatments JMLR 2024
Optimizing Pessimism in Dynamic Treatment Regimes: A Bayesian Learning Approach AISTATS 2023
Semi-Supervised Off-Policy Reinforcement Learning and Value Estimation for Dynamic Treatment Regimes JMLR 2023
Empirical Gateaux Derivatives for Causal Inference NIPS 2022
Learning Optimal Dynamic Treatment Regimes Using Causal Tree Methods in Medicine MLHC 2022
Gradient Regularized V-Learning for Dynamic Treatment Regimes NIPS 2020
Designing Optimal Dynamic Treatment Regimes: A Causal Reinforcement Learning Approach ICML 2020
General Identification of Dynamic Treatment Regimes Under Interference AISTATS 2020
Near-Optimal Reinforcement Learning in Dynamic Treatment Regimes NIPS 2019