Policy Evaluation and Optimization with Continuous Treatments

16 February 2018

Papers citing "Policy Evaluation and Optimization with Continuous Treatments"

29 / 79 papers shown

Title
Provably Efficient Causal Reinforcement Learning with Confounded Observational Data Lingxiao Wang Zhuoran Yang Zhaoran Wang OffRL 31 45 0 22 Jun 2020
Efficient Contextual Bandits with Continuous Actions Maryam Majzoubi Chicheng Zhang Rajan Chari A. Krishnamurthy John Langford Aleksandrs Slivkins OffRL 29 32 0 10 Jun 2020
Doubly Robust Off-Policy Value and Gradient Estimation for Deterministic Policies Nathan Kallus Masatoshi Uehara OffRL 16 15 0 06 Jun 2020
Counterfactual Learning of Stochastic Policies with Continuous Actions: from Models to Offline Evaluation Houssam Zenati A. Bietti Matthieu Martin Eustache Diemert Pierre Gaillard Julien Mairal OffRL CML 25 4 0 22 Apr 2020
Comment: Entropy Learning for Dynamic Treatment Regimes Nathan Kallus 8 4 0 06 Apr 2020
Estimating the Effects of Continuous-valued Interventions using Generative Adversarial Networks Ioana Bica James Jordon M. Schaar CML 32 105 0 27 Feb 2020
Adaptive Estimator Selection for Off-Policy Evaluation Yi-Hsun Su Pavithra Srinath A. Krishnamurthy OffRL 6 45 0 18 Feb 2020
Efficient Policy Learning from Surrogate-Loss Classification Reductions Andrew Bennett Nathan Kallus OffRL 31 17 0 12 Feb 2020
Empirical Study of Off-Policy Policy Evaluation for Reinforcement Learning Cameron Voloshin Hoang Minh Le Nan Jiang Yisong Yue OffRL 35 152 0 15 Nov 2019
Kernel Optimal Orthogonality Weighting: A Balancing Approach to Estimating Effects of Continuous Treatments Nathan Kallus Michele Santacatterina CML 25 20 0 26 Oct 2019
Policy Evaluation with Latent Confounders via Optimal Balance Andrew Bennett Nathan Kallus CML 22 18 0 06 Aug 2019
Characterization of Overlap in Observational Studies Michael Oberst Fredrik D. Johansson Dennis L. Wei Tian Gao G. Brat David Sontag Kush R. Varshney CML 16 22 0 09 Jul 2019
More Efficient Policy Learning via Optimal Retargeting Nathan Kallus OffRL 13 39 0 20 Jun 2019
Balanced off-policy evaluation in general action spaces A. Sondhi David Arbour Drew Dimmery OffRL 29 17 0 09 Jun 2019
Semi-Parametric Efficient Policy Learning with Continuous Actions Mert Demirer Vasilis Syrgkanis Greg Lewis Victor Chernozhukov OffRL 14 51 0 24 May 2019
Classifying Treatment Responders Under Causal Effect Monotonicity Nathan Kallus CML 30 16 0 14 Feb 2019
Cost-Effective Incentive Allocation via Structured Counterfactual Inference Romain Lopez Chenchen Li X. Yan Junwu Xiong Michael I. Jordan Yuan Qi Le Song OffRL 13 15 0 07 Feb 2019
Contextual Bandits with Continuous Actions: Smoothing, Zooming, and Adapting A. Krishnamurthy John Langford Aleksandrs Slivkins Chicheng Zhang OffRL 26 66 0 05 Feb 2019
Learning Triggers for Heterogeneous Treatment Effects Christopher Tran Elena Zheleva CML 6 23 0 31 Jan 2019
Orthogonal Statistical Learning Dylan J. Foster Vasilis Syrgkanis 21 167 0 25 Jan 2019
Balanced Linear Contextual Bandits Maria Dimakopoulou Zhengyuan Zhou Susan Athey Guido Imbens 18 64 0 15 Dec 2018
Interval Estimation of Individual-Level Causal Effects Under Unobserved Confounding Nathan Kallus Xiaojie Mao Angela Zhou CML 22 91 0 05 Oct 2018
Optimization over Continuous and Multi-dimensional Decisions with Observational Data Dimitris Bertsimas Christopher McCord 34 27 0 11 Jul 2018
Counterfactual Mean Embeddings Krikamol Muandet Motonobu Kanagawa Sorawit Saengkyongam S. Marukatat CML OffRL 29 39 0 22 May 2018
Confounding-Robust Policy Improvement Nathan Kallus Angela Zhou CML OffRL 40 152 0 22 May 2018
De-Biased Machine Learning of Global and Local Parameters Using Regularized Riesz Representers Victor Chernozhukov Whitney Newey Rahul Singh 29 91 0 23 Feb 2018
Estimation Considerations in Contextual Bandits Maria Dimakopoulou Zhengyuan Zhou Susan Athey Guido Imbens 34 69 0 19 Nov 2017
Balanced Policy Evaluation and Learning Nathan Kallus CML OffRL 25 141 0 21 May 2017
Mostly Exploration-Free Algorithms for Contextual Bandits Hamsa Bastani Mohsen Bayati Khashayar Khosravi 19 155 0 28 Apr 2017