SUMO: Search-Based Uncertainty Estimation for Model-Based Offline
Reinforcement Learning

SUMO: Search-Based Uncertainty Estimation for Model-Based Offline Reinforcement Learning

23 August 2024

Xiu Li

Papers citing "SUMO: Search-Based Uncertainty Estimation for Model-Based Offline Reinforcement Learning"

12 / 12 papers shown

Title
SEABO: A Simple Search-Based Method for Offline Imitation Learning Jiafei Lyu Xiaoteng Ma Le Wan Runze Liu Xiu Li Zongqing Lu OffRL 78 10 0 06 Feb 2024
A Minimalist Approach to Offline Reinforcement Learning Scott Fujimoto S. Gu OffRL 127 822 0 12 Jun 2021
On Feature Collapse and Deep Kernel Learning for Single Forward Pass Uncertainty Joost R. van Amersfoort Lewis Smith Andrew Jesson Oscar Key Y. Gal UQCV 69 104 0 22 Feb 2021
Conservative Q-Learning for Offline Reinforcement Learning Aviral Kumar Aurick Zhou George Tucker Sergey Levine OffRL OnRL 137 1,815 0 08 Jun 2020
MOPO: Model-based Offline Policy Optimization Tianhe Yu G. Thomas Lantao Yu Stefano Ermon James Zou Sergey Levine Chelsea Finn Tengyu Ma OffRL 76 770 0 27 May 2020
MOReL : Model-Based Offline Reinforcement Learning Rahul Kidambi Aravind Rajeswaran Praneeth Netrapalli Thorsten Joachims OffRL 96 672 0 12 May 2020
D4RL: Datasets for Deep Data-Driven Reinforcement Learning Justin Fu Aviral Kumar Ofir Nachum George Tucker Sergey Levine GP OffRL 221 1,368 0 15 Apr 2020
Stabilizing Off-Policy Q-Learning via Bootstrapping Error Reduction Aviral Kumar Justin Fu George Tucker Sergey Levine OffRL OnRL 129 1,060 0 03 Jun 2019
Off-Policy Deep Reinforcement Learning without Exploration Scott Fujimoto David Meger Doina Precup OffRL BDL 226 1,613 0 07 Dec 2018
Soft Actor-Critic: Off-Policy Maximum Entropy Deep Reinforcement Learning with a Stochastic Actor Tuomas Haarnoja Aurick Zhou Pieter Abbeel Sergey Levine 311 8,352 0 04 Jan 2018
Billion-scale similarity search with GPUs Jeff Johnson Matthijs Douze Hervé Jégou 257 3,723 0 28 Feb 2017
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.8K 150,115 0 22 Dec 2014