Han, Seungyul

1. A Max-Min Entropy Framework for Reinforcement Learning
   2021/06/19 by Seungyul Han, Youngchul Sung, Han, Seungyul +1 · 9 citations
   Computer Science · #Adaptive Dynamic Programming Control #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics
2. Diversity Actor-Critic: Sample-Aware Entropy Regularization for\n Sample-Efficient Exploration
   2020/06/02 by Seungyul Han, Han, Seungyul, Youngchul Sung +1 · 5 citations
   Computer Science · Decision Sciences · Engineering · #Adaptive Dynamic Programming Control #Advanced Bandit Algorithms Research #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Reinforcement Learning in Robotics #Smart Grid Energy Management
3. FoX: Formation-aware exploration in multi-agent reinforcement learning
   2023/08/22 by Jo, Yonghyeon, Lee, Sunwoo, Yeom, Junghyuk +1 · 6 citations
   #FOS: Computer and information sciences #Machine Learning (ML) - ML: Reinforcement Learning #Machine Learning (cs.LG) #Secondary Subject Areas: Multiagent Systems (MAS) - MAS: Multiagent Learning
4. Robust Imitation Learning against Variations in Environment Dynamics
   2022/06/19 by Jong-Seong Chae, Seungyul Han, Chae, Jongseong +9 · 3 citations
   Computer Science · Physics and Astronomy · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Reinforcement Learning in Robotics
5. Dimension-Wise Importance Sampling Weight Clipping for Sample-Efficient\n Reinforcement Learning
   2019/05/07 by Seungyul Han, Youngchul Sung, Han, Seungyul +1 · 3 citations
   Computer Science · Decision Sciences · #Reinforcement Learning in Robotics #Advanced Bandit Algorithms Research #Adaptive Dynamic Programming Control
6. A Reinforcement Learning Formulation of the Lyapunov Optimization: Application to Edge Computing Systems with Queue Stability
   2020/12/14 by Sohee Bae, Bae, Sohee, Seungyul Han +3 · 1 citation
   Computer Science · Engineering · #Age of Information Optimization #Smart Grid Energy Management #Reinforcement Learning in Robotics
7. Domain Adaptive Imitation Learning with Visual Observation
   2023/12/01 by Choi, Sungho, Han, Seungyul, Kim, Woojun +3 · 1 citation
   #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Robotics (cs.RO)
8. Exclusively Penalized Q-learning for Offline Reinforcement Learning
   2024/05/23 by Junghyuk Yeom, Yeom, Junghyuk, Yonghyeon Jo +7 · 1 citation
   Computer Science · Engineering · #Adaptive Dynamic Programming Control #Artificial Intelligence (cs.AI) #Elevator Systems and Control #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics
9. Task-Aware Virtual Training: Enhancing Generalization in Meta-Reinforcement Learning for Out-of-Distribution Tasks
   2025/02/05 by Kim, Jeongmo, Park, Yisak, Kim, Minung +1 · 1 citation
   #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)