A Unified Uncertainty-Aware Exploration: Combining Epistemic and Aleatory Uncertainty
Author:
Affiliation:
1. University of Toronto,The Edward S. Rogers Sr. Department of Electrical and Computer Engineering,Canada
2. Defence Research and Development Canada (DRDC) Toronto Research Centre,Canada
Publisher
IEEE
Link
http://xplorestaging.ieee.org/ielx7/10094559/10094560/10095594.pdf?arnumber=10095594
Reference27 articles.
1. Uncertainty weighted actor-critic for offline reinforcement learning;wu,2021
2. Dropout q-functions for doubly efficient reinforcement learning;hiraoka;International Conference on Learning Representations,2022
3. Exploration by Distributional Reinforcement Learning
4. Robust Model-free Reinforcement Learning with Multi-objective Bayesian Optimization
5. Pessimistic bootstrapping for uncertainty-driven offline reinforcement learning;bai,2022
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1. A Robust Quantile Huber Loss with Interpretable Parameter Adjustment in Distributional Reinforcement Learning;ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP);2024-04-14
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