Bayesian Optimization - Reinforcement Learning

Bayesian Optimization (Bayes Opt): Easy explanation of popular hyperparameter tuning method

2021 3.3 Data efficient Optimization with Bayesian Optimization - Roberto Calandra

Machine learning - Bayesian optimization and multi-armed bandits

Andreas Krause: "Safe and Efficient Exploration in Reinforcement Learning"

Grey-box Bayesian Optimization by Peter Frazier

2. Bayesian Optimization

Efficient Exploration in Bayesian Optimization – Optimism and Beyond by Andreas Krause

Bayesian RL - 1

Robust Design Discovery and Exploration in Bayesian Optimization

Novel First Order Bayesian Optimization with an Application to Reinforcement Learning

N-step lookahead reinforcement learning based Bayesian optimization for limited experiment budget

Bayesian Optimization and Machine Learning for Accelerating Experiments in the Physical Sciences

Bayesian optimisation

Reinforcement Learning Series: Overview of Methods

Bandits, Active Learning, Bayesian RL and Global Optimization - Marc Toussaint - MLSS 2013 Tübingen

Optimization in Machine Learning - Bayesian Optimization - Posterior Uncertainty and Acquisition I

Bayesian Optimization meets Riemannian Manifolds in Robot Learning

Deep Learning 2.0: How Bayesian Optimization May Power the Next Generation of DL by Frank Hutter

Vanilla Bayesian Optimization Performs Great in High Dimensions