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cs.LG2023
The Point to Which Soft Actor-Critic Converges
Jianfei Ma
Soft actor-critic is a successful successor over soft Q-learning. While lived under maximum entropy framework, their relationship is still unclear. In this paper, we prove that in…
cs.LG2023★ 1 cited
Distillation Policy Optimization
Jianfei Ma
While on-policy algorithms are known for their stability, they often demand a substantial number of samples. In contrast, off-policy algorithms, which leverage past experiences, ar…
cs.LG2022
Entropy Augmented Reinforcement Learning
Jianfei Ma
Deep reinforcement learning was instigated with the presence of trust region methods, being scalable and efficient. However, the pessimism of such algorithms, among which it forces…