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cs.LG2026
Semantic-Aware Joint Source-Channel Optimization for Encoder-Agnostic Digital Video Communication
Xiangben Zhu, Caili Guo, Yang Yang +2
Video semantic communication has attracted increasing attention as a promising approach to improving video transmission efficiency. However, most existing approaches rely on comput…
cs.LG2025
Large-Scale Model Enabled Semantic Communication Based on Robust Knowledge Distillation
Kuiyuan Ding, Caili Guo, Yang Yang +2
Large-scale models (LSMs) can be an effective framework for semantic representation and understanding, thereby providing a suitable tool for designing semantic communication (SC) s…
cs.LG2025
Lightweight Task-Oriented Semantic Communication Empowered by Large-Scale AI Models
Chuanhong Liu, Caili Guo, Yang Yang +2
Recent studies have focused on leveraging large-scale artificial intelligence (LAI) models to improve semantic representation and compression capabilities. However, the substantial…