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cs.LG2026
World Model-Enabled Causal Digital Twins for Semantic Communications in Physical AI Systems
Lingyi Wang, Tingyu Shui, Walid Saad +1
Semantic communication has emerged as a promising paradigm for enabling goal-oriented networking. However, most existing semantic communication solutions are tailored to one-shot t…
cs.LG2025
Knowledge Graph-Based Explainable and Generalized Zero-Shot Semantic Communications
Zhaoyu Zhang, Lingyi Wang, Wei Wu +2
Data-driven semantic communication is based on superficial statistical patterns, thereby lacking interpretability and generalization, especially for applications with the presence…