Autoregressive Dynamics Models for Offline Policy Evaluation and
Optimization

Autoregressive Dynamics Models for Offline Policy Evaluation and Optimization

28 April 2021

Michael Ruogu Zhang

Cosmin Paduraru

Mohammad Norouzi

Papers citing "Autoregressive Dynamics Models for Offline Policy Evaluation and Optimization"

12 / 12 papers shown

Title
State-Constrained Offline Reinforcement Learning Charles A. Hepburn Yue Jin Giovanni Montana OffRL 49 0 0 23 May 2024
Variational Latent Branching Model for Off-Policy Evaluation Qitong Gao Ge Gao Min Chi Miroslav Pajic OffRL 36 6 0 28 Jan 2023
A Review of Off-Policy Evaluation in Reinforcement Learning Masatoshi Uehara C. Shi Nathan Kallus OffRL 43 69 0 13 Dec 2022
$β$ -Multivariational Autoencoder for Entangled Representation Learning in Video Frames F. Nouri R. Bergevin 21 0 0 22 Nov 2022
Offline Policy Comparison with Confidence: Benchmarks and Baselines Anurag Koul Mariano Phielipp Alan Fern OffRL 28 0 0 22 May 2022
User-Interactive Offline Reinforcement Learning Phillip Swazinna Steffen Udluft Thomas Runkler OffRL 30 11 0 21 May 2022
Supervised Off-Policy Ranking Yue Jin Yue Zhang Tao Qin Xudong Zhang Jian Yuan Houqiang Li Tie-Yan Liu OffRL 32 5 0 03 Jul 2021
Offline Reinforcement Learning as One Big Sequence Modeling Problem Michael Janner Qiyang Li Sergey Levine OffRL 71 651 0 03 Jun 2021
On Instrumental Variable Regression for Deep Offline Policy Evaluation Yutian Chen Liyuan Xu Çağlar Gülçehre T. Paine Arthur Gretton Nando de Freitas Arnaud Doucet OffRL 51 18 0 21 May 2021
Benchmarks for Deep Off-Policy Evaluation Justin Fu Mohammad Norouzi Ofir Nachum George Tucker Ziyun Wang ... Yutian Chen Aviral Kumar Cosmin Paduraru Sergey Levine T. Paine ELM OffRL 35 100 0 30 Mar 2021
Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems Sergey Levine Aviral Kumar George Tucker Justin Fu OffRL GP 343 1,968 0 04 May 2020
Empirical Study of Off-Policy Policy Evaluation for Reinforcement Learning Cameron Voloshin Hoang Minh Le Nan Jiang Yisong Yue OffRL 30 152 0 15 Nov 2019