Xiucheng Wang

Xiucheng Wang

Xidian University

I am a PhD student at the School of Telecommunication Engineering, Xidian University, advised by Prof. Xuemin (Sherman) Shen and Prof. Nan Cheng. I have been selected for the PhD Program of the “Young Talents Cultivation” Initiative launched by the China Association for Science and Technology (中国科协“青托”博士生专项), and also won the Presidential Award of Xidian University（西安电子科技大学校长奖）, first author of 🏅IEEE ICC Best Paper Award, which is the flagship of IEEE ComSoc.

My research interests include:

  • Radio Map
  • EM Ray Tracing
  • Diffusion Model
  • Graph Neural Network
  • Learn to Optimize

📰 News

  • 西安电子科技大学承楠教授团队突破电磁空间孪生认知大模型技术 🎉新华社-强国科技, 2025.
  • 面向6G环境感知通信！西电开源3Dx3D无线电地图数据集与生成式基准框架 新智元, 2025.
  • “首次理论分析，「无线电地图构建」竟是生成问题？西电全新模型，性能全面领先” 新智元, 2025.

🖊️ Tutorial Paper

  • Xiucheng Wang, Yuhao Pan, Nan Cheng. A Tutorial on Learning-Based Radio Map Construction: Data, Paradigms, and Physics-Awareness. Arxiv, 2026.

📝 Technical Paper

English

  • Xiucheng Wang, Qiming Zhang, Nan Cheng, Ruijin Sun, Zan Li, Shuguang Cui, Xuemin Shen. RadioDiff- $k^2$ : Helmholtz Equation Informed Generative Diffusion Model for Multi-Path Aware Radio Map Construction. IEEE JSAC, 2025. Github. （⭐中科院一区，🏆CCF-A，物理波动方程赋能的生成式大模型架构）
  • Xiucheng Wang, Keda Tao, Nan Cheng, Zhisheng Yin, Zan Li, Yuan Zhang, Xuemin Shen. Radiodiff: An Effective Generative Diffusion Model for Sampling-Free Dynamic Radio Map Construction. IEEE TCCN, 2025. Github. （⭐中科院一区，🏆ESI Highly Cited，IEEE Popular Paper，首个基于Diffusion Model的电磁地图构建方法）
  • Xiucheng Wang, Qiming Zhang, Nan Cheng, Junting Chen, Zezhong Zhang, Zan Li, Shuguang Cui, Xuemin Shen. RadioDiff-3D: A 3D × 3D Radio Map Dataset and Generative Diffusion Based Benchmark for 6G Environment-Aware Communication. IEEE TNSE, 2025. Github. （⭐中科院二区, 🏆IEEE TNSE Feature Paper, IEEE Popular Paper，大规模3D电磁地图数据集）
  • Xiucheng Wang, Zhongsheng Fang, Nan Cheng, Ruijin Sun, Zan Li Xuemin Shen. RadioDiff-Inverse: Diffusion Enhanced Bayesian Inverse Estimation for ISAC Radio Map Construction. IEEE TWC, 2026. （⭐中科院一区，🏆CCF-A，基于带噪稀疏采样的电磁地图反演与通感一体的环境感知技术）
  • Xiucheng Wang, Tingwei Yuan, Yang Cao, Nan Cheng, Ruijin Sun, Weihua Zhuang. iRadioDiff: Physics-Informed Diffusion Model for Indoor Radio Map Construction and Localization. IEEE ICC, 2026.Github. (🏆 IEEE ICC Best Paper Award! ⭐IEEE ComSoc Flagship，物理启发的室内电磁地图与室内定位方法)
  • Xiucheng Wang, Peilin Zheng, Honggang Jia, Nan Cheng, Ruijin Sun, Conghao Zhou, Xuemin Shen. RadioDiff-Flux: Efficient Radio Map Construction via Generative Denoise Diffusion Model Trajectory Midpoint Reuse. IEEE TCCN, 2025. （⭐中科院一区，动态环境与基站位置动态变化下的加速推理方案）
  • Xiucheng Wang, Peilin Zheng, Nan Cheng, Ruijin Sun, Junting Chen, Keda Tao, Zan Li, Zhisheng Yin, Zhiquan Liu, Xuemin Shen. RadioDiff-Turbo: Lightweight Generative Large Electromagnetic Model for Wireless Digital Twin Construction. IEEE INFOCOM wksp, 2025. (⭐CCF-A，剪枝与轻量化方法)
  • Xiucheng Wang, Zien Wang, Nan Cheng, Wenchao Xu, Wei Quan, Xuemin Shen. Graph Neural Network-Based Multicast Routing for On-Demand Streaming Services in 6G Networks. IEEE TMC, 2025.Github. (⭐中科院一区，🏆CCF-A，基于图神经网络的按需动态路由方法)
  • Xiucheng Wang, Zixuan Guo, Nan Cheng, Zhisheng Yin, Ruijin Sun, Xuemin Shen. RadioDiff-FS: Physics-Informed Manifold Alignment in Few-Shot Diffusion Models for High-Fidelity Radio Map Construction . ArXiv, 2026.Github. (基于物理一致性的小样本微调方案)
  • Xiucheng Wang, Nan Cheng, Zhisheng Yin, Conghao Zhou, Ruijin Sun. Beam-Aware Radio Map Estimation With Physics-Consistent Parametric Modeling for Unknown Multiple Satellites. ArXiv, 2026. (多星电磁地图稀疏采样反演)
  • Xiucheng Wang, Qiming Zhang, Nan Cheng. RadioDiff-Loc: Diffusion Model Enhanced Scattering Congnition for NLoS Localization with Sparse Radio Map Estimation . ArXiv, 2025.
  • Xiucheng Wang, Lianhao Fu, Nan Cheng, Ruijin Sun, Tom Luan, Wei Quan, Khalid Aldubaikhy. Joint flying relay location and routing optimization for 6g uav–iot networks: A graph neural network-based approach. MDPI Remote Sensing, 2022.Github. (⭐中科院二区)

Chinese

  • 承楠, 王秀程, 沈学民. 基于生成式模型的新型机器语义通信方法研究. 中兴通讯技术, 2025.

🎖️ Honors and Awards

  • IEEE ICC Best Paper Award
  • ACM WWW 2026 wksp Best Student Paper Award
  • Presidential Award of Xidian University
  • 中国科协“青托”博士生专项
  • IEEE WCSP 2025 Best Paper Award.
  • IEEE ICCT 2025 Best Paper Award.
  • 2025 National Scholarship.
  • 2023 Fundamental Research Funds for the Central Universities, and the Innovation Fund of Xidian University (Grant Number: YJSJ23012).
  • 2022 National Scholarship.

🎓 Academic Services

  • TPC Member of IEEE ICC 2024~2026.
  • TPC Member of IEEE GlobeCom 2025~2026.
  • TPC Member of IEEE ICCC 2025.