스마트 정보 시스템 연구실
한국과학기술원 본교(제1캠퍼스) 전기및전자공학부
성영철 교수
Reinforcement Learning
Machine Learning
5G Mobile Communication
발행물
전체 논문
72
11
Enabling technologies for AI empowered 6G massive radio access networks
M. Shahjalal, W. Kim, W. Khalid, S. Moon, M. Khan, S. Liu, S. Lim, E. Kim, D. Yun, J. Lee, W. Lee, S. Hwang, D. Kim, J. Lee, H. Yu, Y. Sung, Y. Jang
ICT Express, 2023
12
Quantile constrained reinforcement learning: A reinforcement learning framework constraining outage probability
Whiyoung Jung, Myungsik Cho, Jongeui Park, Youngchul Sung
NeurIPS, 2022
13
Robust imitation learning against variations in environment dynamics
Jongseong Chae, Seungyul Han, Whiyoung Jung, Myungsik Cho, Sungho Choi, Youngchul Sung
International Conference on Machine Learning (ICML), 2022
14
MASER: Multi-Agent reinforcementlearning with Subgoals generated from Experience Replay buffer
Jeewon Jeon, Woojun Kim, Whiyoung Jung, Youngchul Sung
International Conference on Machine Learning (ICML), 2022
15
Channel Estimation Techniques for RIS-Assisted Communication: Millimeter-Wave and Sub-THz Systems
Song Noh, Junse Lee, Gilwon Lee, Kyungsik Seo, Youngchul Sung, Heejung Yu
IEEE Vehicular Technology Magazine, 2022
16
timation Techniques for RIS-Assisted Communication: Millimeter-Wave and Sub-THz Systems
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IEEE Vehicular Technology Magazine, 2022
17
Training signal design for sparse channel estimation in intelligent reflecting surface-assisted millimeter-wave communication
Song Noh, Heejung Yu, Youngchul Sung
IEEE Transactions on Wireless Communications, 2022
18
Blockwise sequential model learning for partially observable reinforcement learning
Giseung Park, Sungho Choi, Youngchul Sung
the 36rd AAAI Conference on Artificial Intelligence (AAAI ) 2022, Vancouver, Canada, 2022
19
A max-min entropy framework for reinforcement learning
Seungyul Han, Youngchul Sung
Conference on Neural Information Processing Systems (NeurIPS) 2021, 2021
20
Diversity Actor-Critic: Sample-Aware Entropy Regularization for Sample-Efficient Exploration
Seungyul Han, Youngchul Sung
International Conference on Machine Learning (ICML) 2021, 2021