Multi-Alpha Soft Actor-Critic: Overcoming Stochastic Biases in Maximum Entropy Reinforcement Learning

Author:

Igoe Conor1,Pande Swapnil2,Venkatraman Siddarth2,Schneider Jeff2

Affiliation:

1. School of Computer Science, Carnegie Mellon University,Machine Learning Department,Pittsburgh,PA,United States,15213

2. Robotics Institute, School of Computer Science, Carnegie Mellon University,Pittsburgh,PA,United States,15213

Publisher

IEEE

Reference29 articles.

1. Reinforcement learning with deep energy-based policies;haarnoja;International Conference on Machine Learning,2017

2. panda-gym: Open-Source Goal-Conditioned Environments for Robotic Learning;gallouédec;4th Robot Learning Workshop Self-Supervised and Lifelong Learning at NeurIPS,0

3. CARLA: An open urban driving simulator;dosovitskiy;Proceedings of the 1st Annual Conference on Robot Learning,2017

4. Soft actor-critic: Off-policy maximum entropy deep reinforcement learning with a stochastic actor;haarnoja;International Conference on Machine Learning,2018

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2. Interpretable Disease Progression Prediction Based on Reinforcement Reasoning Over a Knowledge Graph;IEEE Transactions on Systems, Man, and Cybernetics: Systems;2023

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