VQ-VAE-based task-oriented image transmission over opportunistic spectrum achieves 79x and 3.3x latency reductions versus conventional coding with 5.7% and 2.4% accuracy drops.
Goal-oriented spectrum sharing: Trading edge inference power for data streaming performance,
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Formulates latent-space alignment in semantic MIMO interference networks as a non-cooperative game, derives closed-form linear transceiver solution, reduces to power-allocation game, and proves convergence to Nash equilibrium via iterative semantic water-filling.
citing papers explorer
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Low-Latency Task-Oriented Image Transmission with Opportunistic Spectrum Access
VQ-VAE-based task-oriented image transmission over opportunistic spectrum achieves 79x and 3.3x latency reductions versus conventional coding with 5.7% and 2.4% accuracy drops.
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Game-Theoretic Latent Space Alignment for Multi-user Semantic MIMO Communications
Formulates latent-space alignment in semantic MIMO interference networks as a non-cooperative game, derives closed-form linear transceiver solution, reduces to power-allocation game, and proves convergence to Nash equilibrium via iterative semantic water-filling.