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cs.LG2023
Practical First-Order Bayesian Optimization Algorithms
Utkarsh Prakash, Aryan Chollera, Kushagra Khatwani +2
First Order Bayesian Optimization (FOBO) is a sample efficient sequential approach to find the global maxima of an expensive-to-evaluate black-box objective function by suitably qu…
cs.LG2021
Neural Network Compatible Off-Policy Natural Actor-Critic Algorithm
Raghuram Bharadwaj Diddigi, Prateek Jain, Prabuchandran K. J. +1
Learning optimal behavior from existing data is one of the most important problems in Reinforcement Learning (RL). This is known as "off-policy control" in RL where an agent's obje…