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Conditional computation in neural networks: Principles and research trends,

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Adaptive Semantic Token Communication for Transformer-based Edge Inference

cs.LG · 2025-05-23 · conditional · novelty 6.0

A single adaptive deep joint source-channel coding model with budget-conditioned token selection and Lyapunov-based resource allocation achieves better accuracy-compression trade-offs than static DJSCC and digital baselines on Imagenette classification.

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  • Adaptive Semantic Token Communication for Transformer-based Edge Inference cs.LG · 2025-05-23 · conditional · none · ref 35

    A single adaptive deep joint source-channel coding model with budget-conditioned token selection and Lyapunov-based resource allocation achieves better accuracy-compression trade-offs than static DJSCC and digital baselines on Imagenette classification.