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cs.LG2023
Virtual Action Actor-Critic Framework for Exploration (Student Abstract)
Bumgeun Park, Taeyoung Kim, Quoc-Vinh Lai-Dang +1
Efficient exploration for an agent is challenging in reinforcement learning (RL). In this paper, a novel actor-critic framework namely virtual action actor-critic (VAAC), is propos…
cs.LG2022
Off-Policy Reinforcement Learning with Loss Function Weighted by Temporal Difference Error
Bumgeun Park, Taeyoung Kim, Woohyeon Moon +2
Training agents via off-policy deep reinforcement learning (RL) requires a large memory, named replay memory, that stores past experiences used for learning. These experiences are…