Model-Based Uncertainty in Value Functions

Model-Based Uncertainty in Value Functions

24 February 2023

Julia Vinogradska

Felix Berkenkamp

Jan Peters

Papers citing "Model-Based Uncertainty in Value Functions"

12 / 12 papers shown

Title
IL-SOAR : Imitation Learning with Soft Optimistic Actor cRitic Stefano Viel Luca Viano V. Cevher 74 0 0 27 Feb 2025
Model-Based Offline Reinforcement Learning with Reliability-Guaranteed Sequence Modeling Shenghong He OffRL 111 0 0 10 Feb 2025
Deterministic Uncertainty Propagation for Improved Model-Based Offline Reinforcement Learning Abdullah Akgul Manuel Haußmann M. Kandemir OffRL 64 1 0 17 Jan 2025
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 44 5 0 29 May 2024
Model-Based Epistemic Variance of Values for Risk-Aware Policy Optimization Carlos E. Luis A. Bottero Julia Vinogradska Felix Berkenkamp Jan Peters OffRL 29 3 0 07 Dec 2023
Probabilistic Inference in Reinforcement Learning Done Right Jean Tarbouriech Tor Lattimore Brendan O'Donoghue BDL OffRL 13 4 0 22 Nov 2023
Bayesian Exploration Networks Matt Fellows Brandon Kaplowitz Christian Schroeder de Witt Shimon Whiteson BDL 31 3 0 24 Aug 2023
Value-Distributional Model-Based Reinforcement Learning Carlos E. Luis A. Bottero Julia Vinogradska Felix Berkenkamp Jan Peters OffRL 24 4 0 12 Aug 2023
Learning-based Near-optimal Motion Planning for Intelligent Vehicles with Uncertain Dynamics Yang Lu Xinglong Zhang Xin Xu Weijia Yao 16 4 0 07 Aug 2023
On-Policy Model Errors in Reinforcement Learning Lukas P. Frohlich Maksym Lefarov M. Zeilinger Felix Berkenkamp OnRL 49 6 0 15 Oct 2021
Uncertainty-Based Offline Reinforcement Learning with Diversified Q-Ensemble Gaon An Seungyong Moon Jang-Hyun Kim Hyun Oh Song OffRL 95 261 0 04 Oct 2021
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 268 5,652 0 05 Dec 2016