29 citations · 31 across the 3 of their papers we have counts for
3 papers
Risk-Conditioned Distributional Soft Actor-Critic for Risk-Sensitive Navigation
Jinyoung Choi, Christopher R. Dance, Jung-eun Kim +2
Modern navigation algorithms based on deep reinforcement learning (RL) show promising efficiency and robustness. However, most deep RL algorithms operate in a risk-neutral manner,…
Multi-focus Attention Network for Efficient Deep Reinforcement Learning
Jinyoung Choi, Beom-Jin Lee, Byoung-Tak Zhang
Deep reinforcement learning (DRL) has shown incredible performance in learning various tasks to the human level. However, unlike human perception, current DRL models connect the en…
Micro-Objective Learning : Accelerating Deep Reinforcement Learning through the Discovery of Continuous Subgoals
Sungtae Lee, Sang-Woo Lee, Jinyoung Choi +2
Recently, reinforcement learning has been successfully applied to the logical game of Go, various Atari games, and even a 3D game, Labyrinth, though it continues to have problems i…