STCC introduces a Semantic Token Codec that learns geometrically structured constellations aligning channel topology with semantic embedding spaces so noise produces topological rather than random errors.
ToDMA: Large model- driven Token-domain multiple access for semantic communications
2 Pith papers cite this work. Polarity classification is still indexing.
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Pith papers citing it
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2026 2verdicts
UNVERDICTED 2representative citing papers
H-TokCom groups tokens by semantic similarity and protects cluster-level bits with higher power, raising semantic similarity from 0.206 to 0.279 at 3 dB SNR on COCO data.
citing papers explorer
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STCC: A Unified Source-Channel Semantic Token Coding Framework for Semantic Communications
STCC introduces a Semantic Token Codec that learns geometrically structured constellations aligning channel topology with semantic embedding spaces so noise produces topological rather than random errors.
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Semantics-Aware Hierarchical Token Communication: Clustering, Bit Mapping, and Power Allocation
H-TokCom groups tokens by semantic similarity and protects cluster-level bits with higher power, raising semantic similarity from 0.206 to 0.279 at 3 dB SNR on COCO data.