collaborators

12 papers

cs.CV2026

Uncovering What, Why and How: A Comprehensive Benchmark for Causation Understanding of Video Anomaly

Hang Du, Sicheng Zhang, Binzhu Xie +16

Video anomaly understanding (VAU) aims to automatically comprehend unusual occurrences in videos, thereby enabling various applications such as traffic surveillance and industrial…

eess.SP2026

Generative Diffusion Models for Wireless Networks: Fundamental, Architecture, and State-of-the-Art

Dayu Fan, Rui Meng, Xiaodong Xu +9

With the rapid development of Generative Artificial Intelligence (GAI) technology, Generative Diffusion Models (GDMs) have shown significant empowerment potential in the field of w…

eess.SP2026

Generative AI for Physical-Layer Authentication

Rui Meng, Xiqi Cheng, Song Gao +6

Recently, Artificial Intelligence (AI)-driven Physical-Layer Authentication (PLA), which focuses on achieving endogenous security and intelligent identity authentication, has attra…

cs.NI2025

Sensing and Understanding the World over Air: A Large Multimodal Model for Mobile Networks

Zhuoran Duan, Yuhao Wei, Guoshun Nan +9

Large models (LMs), such as ChatGPT, have made a significant impact across diverse domains and hold great potential to facilitate the evolution of network intelligence. Wireless-na…

cs.LG2025

Advancing Compositional LLM Reasoning with Structured Task Relations in Interactive Multimodal Communications

Xinye Cao, Hongcan Guo, Guoshun Nan +9

Interactive multimodal applications (IMAs), such as route planning in the Internet of Vehicles, enrich users' personalized experiences by integrating various forms of data over wir…

cs.NI2025

Agile Orchestration at Will: An Entire Smart Service-Based Security Architecture Towards 6G

Zhuoran Duan, Guoshun Nan, Rushan Li +8

The upcoming 6G will fundamentally reshape mobile networks beyond communications, unlocking a multitude of applications that were once considered unimaginable. Meanwhile, security…