Selective Dyna-style Planning Under Limited Model Capacity

Selective Dyna-style Planning Under Limited Model Capacity

5 July 2020

Erin J. Talvitie

Papers citing "Selective Dyna-style Planning Under Limited Model Capacity"

10 / 10 papers shown

Title
Deterministic Uncertainty Propagation for Improved Model-Based Offline Reinforcement Learning Abdullah Akgul Manuel Haußmann M. Kandemir OffRL 83 1 0 17 Jan 2025
Meta-Gradient Search Control: A Method for Improving the Efficiency of Dyna-style Planning Bradley Burega John D. Martin Luke Kapeluck Michael Bowling 40 0 0 27 Jun 2024
Trust the Model Where It Trusts Itself -- Model-Based Actor-Critic with Uncertainty-Aware Rollout Adaption Bernd Frauenknecht Artur Eisele Devdutt Subhasish Friedrich Solowjow Sebastian Trimpe 54 5 0 29 May 2024
$λ$ -models: Effective Decision-Aware Reinforcement Learning with Latent Models C. Voelcker Arash Ahmadian Romina Abachi Igor Gilitschenski Amir-massoud Farahmand 59 0 0 30 Jun 2023
Distillation Policy Optimization Jianfei Ma OffRL 26 1 0 01 Feb 2023
Mingling Foresight with Imagination: Model-Based Cooperative Multi-Agent Reinforcement Learning Zhiwei Xu Dapeng Li Bin Zhang Yuan Zhan Yunru Bai Guoliang Fan OffRL 29 7 0 20 Apr 2022
Uncertainty-Based Offline Reinforcement Learning with Diversified Q-Ensemble Gaon An Seungyong Moon Jang-Hyun Kim Hyun Oh Song OffRL 105 265 0 04 Oct 2021
Dynamic Horizon Value Estimation for Model-based Reinforcement Learning Junjie Wang Qichao Zhang Dongbin Zhao Mengchen Zhao Jianye Hao OffRL 32 5 0 21 Sep 2020
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 278 5,695 0 05 Dec 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 287 9,167 0 06 Jun 2015