Heasung Kim

Publication Activity (10 Years)

Years Active: 2018-2023
Publications (10 Years): 10

Top Topics

Temporal Difference

Reinforcement Learning

Exploration Exploitation Tradeoff

Transition Model

Top Venues

IEEE J. Sel. Top. Signal Process.

Publications

Heasung Kim, Sravan Ankireddy
Learning RL-Policies for Joint Beamforming Without Exploration: A Batch Constrained Off-Policy Approach. CoRR (2023)
Heasung Kim, Hyeji Kim, Gustavo de Veciana
Learning Variable-Rate Codes for CSI Feedback. GLOBECOM (2022)
Heasung Kim, Jungwoo Lee, Wonjae Shin, H. Vincent Poor
Shallow Reinforcement Learning for Energy Harvesting Communications With Imperfect Channel Knowledge. IEEE J. Sel. Top. Signal Process. 15 (5) (2021)
Heasung Kim, Taehyun Cho, Jungwoo Lee, Wonjae Shin, H. Vincent Poor
Optimized Shallow Neural Networks for Sum-Rate Maximization in Energy Harvesting Downlink Multiuser NOMA Systems. IEEE J. Sel. Areas Commun. 39 (4) (2021)
Heasung Kim, Jungtai Kim, Wonjae Shin, Heecheol Yang, Nayoung Lee, Seong Jin Kim, Jungwoo Lee
On the Design of Tailored Neural Networks for Energy Harvesting Broadcast Channels: A Reinforcement Learning Approach. IEEE Access 8 (2020)
Heasung Kim, Wonjae Shin, Heecheol Yang, Jungwoo Lee
RL-Based Transmission Completion Time Minimization with Energy Harvesting for Time-Varying Channels. ICC Workshops (2020)
Heasung Kim, Taehyun Cho, Jungwoo Lee, Wonjae Shin, H. Vincent Poor
An Efficient Neural Network Architecture for Rate Maximization in Energy Harvesting Downlink Channels. ISIT (2020)
Heasung Kim, Wonjae Shin, Heecheol Yang, Nayoung Lee, Jungwoo Lee
Rate Maximization with Reinforcement Learning for Time-Varying Energy Harvesting Broadcast Channels. GLOBECOM (2019)
Jiwoo Mun, Heasung Kim, Jungwoo Lee
A Deep Learning Approach for Automotive Radar Interference Mitigation. VTC Fall (2018)
Heasung Kim, Heecheol Yang, Yeongmo Kim, Jungwoo Lee
Action-Bounding for Reinforcement Learning in Energy Harvesting Communication Systems. GLOBECOM (2018)