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20182026
most citedPromptFL: Let Federated Participants Cooperatively Learn Prompts Instead of Models -- Federated Learning in Age of Foundation Model

12 citations · 62 across the 39 of their papers we have counts for

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Showing 2025Show all

7 papers · 1 filter

cs.NI2025★ 1 cited

Graph Neural Network-Based Multicast Routing for On-Demand Streaming Services in 6G Networks

Xiucheng Wang, Zien Wang, Nan Cheng +3

The increase of bandwidth-intensive applications in sixth-generation (6G) wireless networks, such as real-time volumetric streaming and multi-sensory extended reality, demands inte…

cs.LG2025

Cross-Receiver Generalization for RF Fingerprint Identification via Feature Disentanglement and Adversarial Training

Yuhao Pan, Xiucheng Wang, Fushuo Huo +2

Radio frequency fingerprint identification (RFFI) is a key technique for wireless network security, leveraging intrinsic hardware imperfections to enable transmitter identification…

cs.NI2025

CoMoE: Collaborative Optimization of Expert Aggregation and Offloading for MoE-based LLMs at Edge

Muqing Li, Ning Li, Xin Yuan +4

The proliferation of large language models (LLMs) has driven the adoption of Mixture-of-Experts (MoE) architectures as a promising solution to scale model capacity while controllin…

cs.LG2025

Efficient Edge LLMs Deployment via HessianAware Quantization and CPU GPU Collaborative

Tuo Zhang, Ning Li, Xin Yuan +4

With the breakthrough progress of large language models (LLMs) in natural language processing and multimodal tasks, efficiently deploying them on resource-constrained edge devices…

cs.DC2025

Collaborative Inference and Learning between Edge SLMs and Cloud LLMs: A Survey of Algorithms, Execution, and Open Challenges

Senyao Li, Haozhao Wang, Wenchao Xu +6

As large language models (LLMs) evolve, deploying them solely in the cloud or compressing them for edge devices has become inadequate due to concerns about latency, privacy, cost,…

cs.NI2025

On-Demand Multimedia Delivery in 6G: An Optimal-Cost Steiner Tree Approach

Zien Wang, Xiucheng Wang, Nan Cheng +4

The exponential growth of multimedia data traffic in 6G networks poses unprecedented challenges for immersive communication, where ultra-high-definition, multi-quality streaming mu…

cs.CR2025

A Channel-Triggered Backdoor Attack on Wireless Semantic Image Reconstruction

Jialin Wan, Jinglong Shen, Nan Cheng +5

This paper investigates backdoor attacks in image-oriented semantic communications. The threat of backdoor attacks on symbol reconstruction in semantic communication (SemCom) syste…