Efficient Transmission
Efficient transmission focuses on minimizing the resources (bandwidth, energy) needed to convey information accurately, a crucial goal across various domains like communication networks and biological systems. Current research emphasizes developing deep learning-based approaches, including novel neural network architectures and joint source-channel coding techniques, to achieve this efficiency, often by focusing on semantic information rather than raw data. These advancements hold significant promise for improving data transmission in applications ranging from wireless communication and speech recognition to enhancing the efficiency of deep learning models themselves.
Papers
November 3, 2024
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