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20232026
most citedDiffusion Models as Network Optimizers: Explorations and Analysis

25 citations · 25 across the 23 of their papers we have counts for

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Showing 2024 · cs.NIShow all

5 papers · 2 filters

cs.NI2024

GDSG: Graph Diffusion-based Solution Generator for Optimization Problems in MEC Networks

Ruihuai Liang, Bo Yang, Pengyu Chen +6

Optimization is crucial for MEC networks to function efficiently and reliably, most of which are NP-hard and lack efficient approximation algorithms. This leads to a paucity of opt…

cs.NI2024

Computation Pre-Offloading for MEC-Enabled Vehicular Networks via Trajectory Prediction

Ting Zhang, Bo Yang, Zhiwen Yu +4

Task offloading is of paramount importance to efficiently orchestrate vehicular wireless networks, necessitating the availability of information regarding the current network statu…

cs.NI2024

DiffSG: A Generative Solver for Network Optimization with Diffusion Model

Ruihuai Liang, Bo Yang, Zhiwen Yu +5

Generative diffusion models, famous for their performance in image generation, are popular in various cross-domain applications. However, their use in the communication community h…

cs.NI2024

AI-Empowered Multiple Access for 6G: A Survey of Spectrum Sensing, Protocol Designs, and Optimizations

Xuelin Cao, Bo Yang, Kaining Wang +5

With the rapidly increasing number of bandwidth-intensive terminals capable of intelligent computing and communication, such as smart devices equipped with shallow neural network m…

cs.NI2024

Computation Offloading for Multi-server Multi-access Edge Vehicular Networks: A DDQN-based Method

Siyu Wang, Bo Yang, Zhiwen Yu +3

In this paper, we investigate a multi-user offloading problem in the overlapping domain of a multi-server mobile edge computing system. We divide the original problem into two stag…