Ph.D/MS Students

Research Interests

• Auto-encoder, Compressed data transmission 

Selected Publications and Honors

• nCTX [IEEE TMC'25]

• N-epitomizer [IEEE TNET'24]

• Inter-data Encoding [IEEE TMC'21]

• SyncCoding [IEEE ICNP'17]

• Samsung Humantech 4th Prize ('24)

• Samsung Humantech Silver (2nd) Prize ('17)

Research Interests

• Encrypted and low-latency streaming

Selected Publications and Honors

• ExStream [INFOCOM'24]

• Empricial Study on 5G Edge [IEEE TMC'23]

• PERCEIVE [ACM MobiSys'20]

• Samsung Humantech Gold (1st) Prize ('24)

Research Interests

• Predictive proactive control for cellular networks

Selected Publications and Honors

• Coming soon

Research Interests

• Reinforcement learning and protocol optimization for cellular networks 

Selected Publications and Honors

• ProSCH [IEEE WCNC'20]

• DualHandover [IEEE GlobeCom'19]

Research Interests

• Framework for Distributed ML Networks 

Research Interests

• Switch ML, Kernel-bypass networking, XDP

Selected Publications and Honors

• ExStream [INFOCOM'24]

• Samsung Humantech Bronze (3rd) Prize ('25)

Research Interests

• Network architecture design for machine learning acceleration

Selected Publications and Honors

• ADQ [IEEE CCNC'25]

• ENTRO [ACM MM'23]

• A3 Foresight - Best Presentation Award ('24)

Research Interests

• Network Infrastructure for ML workloads

Selected Publications and Honors

• Samsung Humantech Bronze (3rd) Prize ('25)

Research Interests

• Object-aware congestion control protocol, Learning-based congestion control protocol

Selected Publications and Honors

• Samsung Humantech Gold (1st) Prize ('24)

Research Interests

• Reinforcement learning and radio resource management

Selected Publications and Honors

• Cellular RRM [EuCNC'23]

Research Interests

• Neural network offloading solution for low latency

Selected Publications and Honors

• ASPEN [NeurIPS'23]

• Samsung Humantech 4th Prize ('24)

Research Interests

• Data encoding, semantic communication

Research Interests

• Communication efficiency in distributed machine learning

Research Interests

• network slicing and radio resource management for guaranteed network

Selected Publications and Honors

• Cellular RRM [EuCNC'23]

Research Interests

• Distributed Learning, Federated Learning

Research Interests

• Semantic communication, Deep learning-based data encoding

Selected Publications and Honors

• N-epitomizer [IEEE TNET'24]

Research Interests

• Scalable distributed computing

Selected Publications and Honors

• CoActo [MobiSys'24]

• ACM MobiSys'24 Travel Grant

• A3 Foresight - Best Presentation Award ('24)

Research Interests

• Learning-based congestion control protocol

Selected Publications and Honors

• Samsung Humantech Bronze (3rd) Prize ('25)

Research Interests

• Mobile Deep learning

• Model optimization for accelerated execution

Research Interests

• Neural video compression

• Low latency streaming system

Research Interests

• On-Device inference acceleration, Edge-Server collaborative inference

Research Interests

•  End-to-End System Design for AI inference

• Computation and Communication Co-Optimization

Research Interests

• Efficient deep learning system

Research Interests

• Real-time video streaming system, Neural video codec

Research Interests

• Advancing OpenRAN technology, exploring mobile computing and AI

Research Interests

• Privacy Preserving Machine Learning

• Split Learning