Combining Parametric and Nonparametric Models for Off-Policy Evaluation

Combining Parametric and Nonparametric Models for Off-Policy Evaluation

14 May 2019

Finale Doshi-Velez

Papers citing "Combining Parametric and Nonparametric Models for Off-Policy Evaluation"

8 / 8 papers shown

Title
When is Agnostic Reinforcement Learning Statistically Tractable? Zeyu Jia Gene Li Alexander Rakhlin Ayush Sekhari Nathan Srebro OffRL 32 5 0 09 Oct 2023
Model-Free and Model-Based Policy Evaluation when Causality is Uncertain David Bruns-Smith CML ELM OffRL 24 12 0 02 Apr 2022
Coarse-Grained Smoothness for RL in Metric Spaces Giorgio Giannone Kavosh Asadi Cameron Allen Sam Lobel George Konidaris Michael Littman 44 3 0 23 Oct 2021
Soft-Robust Algorithms for Batch Reinforcement Learning Elita Lobo Mohammad Ghavamzadeh Marek Petrik OffRL 38 4 0 30 Nov 2020
Off-policy Policy Evaluation For Sequential Decisions Under Unobserved Confounding Hongseok Namkoong Ramtin Keramati Steve Yadlowsky Emma Brunskill OffRL 24 63 0 12 Mar 2020
Interpretable Off-Policy Evaluation in Reinforcement Learning by Highlighting Influential Transitions Omer Gottesman Joseph D. Futoma Yao Liu Soanli Parbhoo Leo Anthony Celi Emma Brunskill Finale Doshi-Velez OffRL 147 55 0 10 Feb 2020
Asymptotically Efficient Off-Policy Evaluation for Tabular Reinforcement Learning Ming Yin Yu Wang OffRL 15 80 0 29 Jan 2020
Learning Representations for Counterfactual Inference Fredrik D. Johansson Uri Shalit David Sontag CML OOD BDL 232 722 0 12 May 2016