Mengbing Liu (刘梦冰)
I am currently a third-year Ph.D. candidate at Nanyang Technological University (NTU) , Singapore, under the supervision of Prof. Chau Yuen .
I obtained my Master's degree from University of Science and Technology of China (CN) and Bachelor's degree from Northeastern University (CN) .
Email: mengbing001@e.ntu.edu.sg
News
- 2026.09🎉 Our paper “Stacked Intelligent Metasurface-Diffractive Deep Neural Networks for Onboard Terrain Classification from SAR Level-0 Raw Data” has been accepted to IEEE IEEE Transactions on Signal Processing (TSP).
- 2026.09🎉 Our paper “WirelessMathBench-XL: A Contamination-Audited Benchmark for Wireless Mathematical Reasoning” has been accepted to NeurIPS 2026.
- 2026.09🎉 Our paper “Measuring Collapse and Correction in Homogeneous-Panel LLM Debate” has been accepted to NeurIPS 2026.
- 2026.08🎉 Attended the 2026 ZJU–ELEDIA International Summer School and won the course competition in Surface EM Engineering and Smart Environments.
- 2026.07🎉 One book chapter published by Spring Nature.
- 2026.03🎉 One paper accepted by IEEE Wireless Communication (WCM).
- 2025.10🎉 One paper accepted by AI4NextG @ Neural Information Processing Systems (NeurIPS) 2025.
- 2025.05🎉 One paper accepted by Association for Computational Linguistics (ACL) Findings 2025.
- 2025.05🎉 One paper accepted by IEEE Transactions on Cognitive Communications and Networking (TCCN).
- 2025.04🎉 One paper accepted by IEEE Transactions on Wireless Communications (TWC).
- 2025.03🎉 One paper accepted by International Conference on Learning Representations (ICLR) ML4RS Workshop, 2025.
- 2024.10🎉 IEEE student travel grant (1500 USD).
- 2024.09🎉 One paper accepted by IEEE Middle East Conference on Communications and Networking (MECOM), 2024.
- 2024.01🎉 Joined Nanyang Technological University as a Ph. D. student.
Publications
Here are some of the papers I've published. You can also find them on Google Scholar
Measuring Collapse and Correction in Homogeneous-Panel LLM Debate
Neural Information Processing Systems (NeurIPS), 2026.
arXiv /Stacked Intelligent Metasurface-Diffractive Neural Networks for Onboard Terrain Classification from SAR Level-0 Raw Data
IEEE Transactions on Signal Processing (TSP), 2026.
arXiv /WirelessMathBench-XL: An Auditable Benchmark for Wireless Mathematical Reasoning
Neural Information Processing Systems (NeurIPS), 2026.
arXiv /Machine-Learning-Based Design of RIS-Enabled Wireless Systems
Springer Nature, 2026.
arXiv /In-Wave Computation Aided Stacked Intelligent Metasurfaces in Next-Generation Networks: Challenges and Opportunities
IEEE Wireless Communication (WCM), 2026.
arXiv /LLM Agent Communication Protocol (LACP) Requires Urgent Standardization: A Telecom-Inspired Protocol is Necessary
AI4NextG @ NeurIPS 2025, 2025.
arXiv /A Mathematical Modeling Benchmark for LLMs in Wireless Communications
ACL Findings, 2025.
arXiv /Over-the-Air ODE-Inspired Neural Network for Dual Task-Oriented Semantic Communications
IEEE Transactions on Cognitive Communications and Networking (TCCN), 2025.
arXiv /Beamforming Design and Association Scheme for Multi-RIS Multi-User mmWave Systems Through Graph Neural Networks
IEEE Transactions on Wireless Communication (TWC), 2025.
arXiv /Air-ODE Neural Network with Distributed RISs Aided Communication Systems
Mengbing Liu, Jiancheng An, Chongwen Huang, Ahmed Alhammadi, Faouzi Bader, Sami Muhaidat, Mérouane Debbah, Chau Yuen.IEEE Middle East Conference on Communications and Networking (MECOM), 2024.
PDF /Cooperative beamforming and RISs association for multi-RISs aided multi-users MmWave MIMO systems through graph neural networks
IEEE International Conference on Communications (ICC), 2023.
arXiv /Deep learning-based channel estimation for double-RIS aided massive MIMO system
IEEE Wireless Communications Letters (WCL), 2023.
arXiv /
Education
| Ph.D. | Nanyang Technological University (Singapore) | 2024.01 - Present |
|---|---|---|
| Supervisor: Prof. Chau Yuen | ||
| | ||
| M.Eng. | University of Science and Technology of China (CN) | 2018.09 - 2021.07 |
| Supervisor: Prof. Ling Qiu (邱玲) | ||
| | ||
| B.Eng. | Northeastern University (CN) | 2014.09 - 2018.07 |
Experience
| Research Assistant | Singapore University of Technology and Design | 2021.09 - 2023.12 |
|---|---|---|
| Superviser: Prof. Chau Yuen | ||
| | ||
Academic Services
Reviewer: IEEE JSAC, IEEE TWC, IEEE Tcom, IEEE TMC, IEEE TCCN, IEEE TVT, IEEE WCL/CL, IEEE System Journal, China Communciaiton, IEEE VTC-spring (2024,2025),IEEE ICC 2024, IEEE WCNC 2024, IEEE WCSP 2023, IEEE GlobalCom (2023, 2024), and so on.
TPC Member: IEEE VTC-Spring 2025,2026 and IEEE VTC-Fall 2025 (Track of Emerging Technologies, 6G and Beyond).
Volunteer: IEEE 6G Summit Singapore (2023-2026), IEEE VTC-Spring 2024, IEEE PIMRC 2026.