7 papers
MTSP-LDP: A Framework for Multi-Task Streaming Data Publication under Local Differential Privacy
Chang Liu, Junzhou Zhao
The proliferation of streaming data analytics in data-driven applications raises critical privacy concerns, as directly collecting user data may compromise personal privacy. Althou…
Resource Allocation for Stable LLM Training in Mobile Edge Computing
Chang Liu, Jun Zhao
As mobile devices increasingly become focal points for advanced applications, edge computing presents a viable solution to their inherent computational limitations, particularly in…
Resource Allocation and Secure Wireless Communication in the Large Model-based Mobile Edge Computing System
Zefan Wang, Yitong Wang, Jun Zhao
With the rapid advancement of large models and mobile edge computing, transfer learning, particularly through fine-tuning, has become crucial for adapting models to downstream task…
Resource Allocation in Large Language Model Integrated 6G Vehicular Networks
Chang Liu, Jun Zhao
In the upcoming 6G era, vehicular networks are shifting from simple Vehicle-to-Vehicle (V2V) communication to the more complex Vehicle-to-Everything (V2X) connectivity. At the fore…
Transforms for Multiplicative and Fractional Programming with Broad Applications in Edge Computing and Communication Networks
Yitong Wang, Chang Liu, Jun Zhao
Multiplicative Programming (MP) pertains to a spectrum of optimization problems that involve product term(s). As computational paradigms of communication systems continue to evolve…
Optimization for the Metaverse over Mobile Edge Computing with Play to Earn
Chang Liu, Terence Jie Chua, Jun Zhao
The concept of the Metaverse has garnered growing interest from both academic and industry circles. The decentralization of both the integrity and security of digital items has spu…
Offloading and Quality Control for AI Generated Content Services in 6G Mobile Edge Computing Networks
Yitong Wang, Chang Liu, Jun Zhao
AI-Generated Content (AIGC), as a novel manner of providing Metaverse services in the forthcoming Internet paradigm, can resolve the obstacles of immersion requirements. Concurrent…