Model-based Reinforcement Learning for Semi-Markov Decision Processes
with Neural ODEs

Model-based Reinforcement Learning for Semi-Markov Decision Processes with Neural ODEs

29 June 2020

Joseph D. Futoma

Finale Doshi-Velez

Papers citing "Model-based Reinforcement Learning for Semi-Markov Decision Processes with Neural ODEs"

14 / 14 papers shown

Title
Increasing Information for Model Predictive Control with Semi-Markov Decision Processes Rémy Hosseinkhan Boucher Onofrio Semeraro L. Mathelin 65 0 0 28 Jan 2025
Learning Differential Equations that are Easy to Solve Jacob Kelly J. Bettencourt Matthew J. Johnson David Duvenaud 58 113 0 09 Jul 2020
MOReL : Model-Based Offline Reinforcement Learning Rahul Kidambi Aravind Rajeswaran Praneeth Netrapalli Thorsten Joachims OffRL 55 662 0 12 May 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 198 56 0 10 Feb 2020
Benchmarking Model-Based Reinforcement Learning Tingwu Wang Xuchan Bao I. Clavera Jerrick Hoang Yeming Wen Eric D. Langlois Matthew Shunshi Zhang Guodong Zhang Pieter Abbeel Jimmy Ba OffRL 52 361 0 03 Jul 2019
Exploring Model-based Planning with Policy Networks Tingwu Wang Jimmy Ba 60 148 0 20 Jun 2019
When to Trust Your Model: Model-Based Policy Optimization Michael Janner Justin Fu Marvin Zhang Sergey Levine OffRL 48 939 0 19 Jun 2019
GRU-ODE-Bayes: Continuous modeling of sporadically-observed time series E. Brouwer Jaak Simm Adam Arany Yves Moreau SyDa CML AI4TS 66 292 0 29 May 2019
Plan Online, Learn Offline: Efficient Learning and Exploration via Model-Based Control Kendall Lowrey Aravind Rajeswaran Sham Kakade G. Haro Igor Mordatch OffRL 44 224 0 05 Nov 2018
Neural Ordinary Differential Equations T. Chen Yulia Rubanova J. Bettencourt David Duvenaud AI4CE 189 5,024 0 19 Jun 2018
World Models David R Ha Jürgen Schmidhuber SyDa 88 1,050 0 27 Mar 2018
Robust and Efficient Transfer Learning with Hidden-Parameter Markov Decision Processes Taylor W. Killian Samuel Daulton George Konidaris Finale Doshi-Velez 78 106 0 20 Jun 2017
Prioritized Experience Replay Tom Schaul John Quan Ioannis Antonoglou David Silver OffRL 183 3,777 0 18 Nov 2015
Continuous control with deep reinforcement learning Timothy Lillicrap Jonathan J. Hunt Alexander Pritzel N. Heess Tom Erez Yuval Tassa David Silver Daan Wierstra 146 13,174 0 09 Sep 2015