AINeutralarXiv – CS AI · 6h ago6/10
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Implicit Semantic-Aware Communication Based on Hypergraph Reasoning
Researchers propose HISR, a hypergraph-based framework for semantic-aware communication that captures complex multi-entity relationships beyond traditional pairwise graph structures. The system achieves 36.6% improvement in semantic interpretation accuracy by mapping entities into context-specific semantic subspaces, enabling robust information recovery even under noisy channel conditions.