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20242026
most citedSemantic Feature Decomposition based Semantic Communication System of Images with Large-scale Visual Generation Models

1 citations · 2 across the 9 of their papers we have counts for

collaborators

10 papers

cs.LG2026

Restoration Flow Matching-Based Channel Refinement and Equalization Correction for MIMO Semantic Communications

Wenkai Liu, Nan Ma, Jianqiao Chen +3

In multiple-input multiple-output (MIMO) semantic communication, imperfect channel state information (CSI) and equalization mismatch can seriously degrade semantic reconstruction q…

cs.CV2026

MMSpec: Benchmarking Speculative Decoding for Vision-Language Models

Hui Shen, Xin Wang, Ping Zhang +11

Vision-language models (VLMs) achieve strong performance on multimodal tasks but suffer from high inference latency due to large model sizes and long multimodal contexts. Speculati…

cs.IT2025

ICDM: Interference Cancellation Diffusion Models for Wireless Semantic Communications

Tong Wu, Zhiyong Chen, Dazhi He +5

Diffusion models (DMs) have recently achieved significant success in wireless communications systems due to their denoising capabilities. The broadcast nature of wireless signals m…

cs.LG2025

Continual Learning-Aided Super-Resolution Scheme for Channel Reconstruction and Generalization in OFDM Systems

Jianqiao Chen, Nan Ma, Wenkai Liu +2

Channel reconstruction and generalization capability are of equal importance for developing channel estimation schemes within deep learning (DL) framework. In this paper, we exploi…

cs.LG2024★ 1 cited

WDMoE: Wireless Distributed Mixture of Experts for Large Language Models

Nan Xue, Yaping Sun, Zhiyong Chen +6

Large Language Models (LLMs) have achieved significant success in various natural language processing tasks, but the role of wireless networks in supporting LLMs has not been thoro…

cs.CV2024★ 1 cited

Semantic Feature Decomposition based Semantic Communication System of Images with Large-scale Visual Generation Models

Senran Fan, Zhicheng Bao, Chen Dong +3

The end-to-end image communication system has been widely studied in the academic community. The escalating demands on image communication systems in terms of data volume, environm…

cs.IT2024

MambaJSCC: Adaptive Deep Joint Source-Channel Coding with Generalized State Space Model

Tong Wu, Zhiyong Chen, Meixia Tao +4

Lightweight and efficient neural network models for deep joint source-channel coding (JSCC) are crucial for semantic communications. In this paper, we propose a novel JSCC architec…

cs.CV2024

Semantic Similarity Score for Measuring Visual Similarity at Semantic Level

Senran Fan, Zhicheng Bao, Chen Dong +3

Semantic communication, as a revolutionary communication architecture, is considered a promising novel communication paradigm. Unlike traditional symbol-based error-free communicat…

cs.IT2024

WDMoE: Wireless Distributed Large Language Models with Mixture of Experts

Nan Xue, Yaping Sun, Zhiyong Chen +5

Large Language Models (LLMs) have achieved significant success in various natural language processing tasks, but how wireless communications can support LLMs has not been extensive…

cs.IT2024

MambaJSCC: Deep Joint Source-Channel Coding with Visual State Space Model

Tong Wu, Zhiyong Chen, Meixia Tao +3

Lightweight and efficient deep joint source-channel coding (JSCC) is a key technology for semantic communications. In this paper, we design a novel JSCC scheme named MambaJSCC, whi…