Hyerin Kim, M.Sc.
| Email: | hyerin.kim[at]tum[dot]de |
| Office: | 01.05.040 |
| Website: | mye280c37.github.io |
Address:
| TUM School of Computation, Information and Technoloy Department of Computer Engineering Chair of Connected Mobility (|11) Boltzmannstr. 3 85748 Garching |
Research Interests
- Flow-level QoS-aware Resource Allocation at MAC layer
- Scheduling algorithms to provision QoS for each flow in B5G
- Applying both optimization-based formulations and reinforcement learning (RL) approaches
- Distributed Resource Allocation in Wireless Networks
- Addressing exposed and hidden terminal problems
- Improving overall performance by estimating the states of neighboring devices
- Cross-layer System-level Orchestration for Multi-flow Resource Allocation
- Establishing slicing policies by aggregating information of flows within each slice to enable slice-level resource allocation
- Leveraging orchestration frameworks such as O-RAN to optimize the interactions between MAC-layer parameters and application-layer requirements (further study)
Publications
2025
- [Conference Paper]
DRILL-Q: Delay-Responsive Intelligent Learning for Latency-sensitive QoS, Hyerin Kim, Katerina Koutlia, Biljana Bojović, Amir Ashtari, and Gabriel Ferreira, Proceedings of the 34th International Conference on Computer Communications and Networks (ICCCN), August 2025.
- [Conference Paper]
Evolving 5G-LENA Towards 6G: Integrating AI for Intelligent Scheduling of Multi-Flow Traffic, Hyerin Kim, Katerina Koutlia, Biljana Bojović, Amir Ashtari, and Gabriel Ferreira, Proceedings of the 2025 International Conference on ns-3 (ICNS3 '25), August 2025.
2023
- [Journal Paper]
Improving Spatial Reuse of Wireless LANs Using Contextual Bandits, Hyerin Kim, Gwanwoo Na, Heeseon Im, and Jungmin So, IEEE Transactions on Wireless Communications, November 2023.
2021
- [Journal Paper]
Improving Spatial Reuse of Wireless LAN Uplink Using BSS Color and Proximity Information, Hyerin Kim, and Jungmin So, MDPI Applied Sciences, November 2021.