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스마트 정보 시스템 연구실

한국과학기술원 본교(제1캠퍼스) 전기및전자공학부

성영철 교수

Machine Learning

5G Mobile Communication

Reinforcement Learning

발행물

전체 논문

72

1

The max-min formulation of multi-objective reinforcement learning: From theory to a model-free algorithm
Giseung Park, Woohyeon Byeon, Seongmin Kim, Elad Habakuk, Amir Leshem, Youngchul Sung
International Conference on Machine Learning (ICML), 2024

2

Hard task first: Multi-task reinforcement learning through task scheduling
Myungsik Cho, Jongeui Park, Suyoung Lee, Youngchul Sung
International Conference on Machine Learning (ICML), 2024

3

Decision convformer: Local filtering in metaformer is sufficient for decision making
Jeonghyee Kim, Suyoung Lee, Woojun Kim, Youngchul Sung
International Conference on Learning Representations (ICLR), 2024

4

Sample-efficient and safe deep reinforcement learning via reset deep ensemble agents
Woojun Kim, Yongjae Shin, Jongeui Park, Youngchul Sung
Conference on Neural Information Processing Systems (NeurIPS), 2023

5

Domain adaptive imitation learning with visual observation
Sungho Choi, Seungyul Han, Woojun Kim, Jongseong Chae, Whiyoung Jung, Youngchul Sung
Conference on Neural Information Processing Systems (NeurIPS), 2023

6

Parameterizing Non-Parametric Meta-Reinforcement Learning Tasks via Subtask Decomposition
Suyoung Lee, Myungsik Cho, Youngchul Sung
Conference on Neural Information Processing Systems (NeurIPS), 2023

7

Joint direct and indirect channel estimation for RIS-assisted millimeter-wave systems based on array signal processing
Song Noh, Kyungsik Seo, Youngchul Sung, David Love, Junse Lee, Heejung Yu
IEEE Transactions on Wireless Communications, 2023

8

RIS-assisted millimeter-wave systems based on array signal processing
Unknown
IEEE Transactions on Wireless Communications, 2023

9

LESSON: Learning to integrate exploration strategies for reinforcement learning via an option framework
Woojun Kim, Jeonghye Kim, Youngchul Sung
International Conference on Machine Learning (ICML), 2023

10

An adaptive entropy regularization framework for multi-agent reinforcement learning
Woojun Kim, Youngchul Sung
International Conference on Machine Learning (ICML), 2023