Prompt-Assisted Semantic Interference Cancellation on Moderate Interference Channels Article Swipe

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Zian Meng , Qiang Li , Ashish Pandharipande , Xiaohu Ge ·

YOU? · · 2024 · Open Access · · DOI: https://doi.org/10.48550/arxiv.2408.04283

The performance of conventional interference management strategies degrades when interference power is comparable to signal power. We consider a new perspective on interference management using semantic communication. Specifically, a multi-user semantic communication system is considered on moderate interference channels (ICs), for which a novel framework of deep learning-based prompt-assisted semantic interference cancellation (DeepPASIC) is proposed. Each transmitted signal is partitioned into common and private parts. The common parts of different users are transmitted simultaneously in a shared medium, resulting in superposition. The private part, on the other hand, serves as a prompt to assist in canceling the interference suffered by the common part at the semantic level. Simulation results demonstrate that the proposed DeepPASIC outperforms conventional interference management strategies under moderate interference conditions.

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Computer Science

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Interference (communication) Single antenna interference cancellation Computer science Computer network Speech recognition Channel (broadcasting)

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Type: preprint
Language: en
Landing Page: http://arxiv.org/abs/2408.04283
PDF: https://arxiv.org/pdf/2408.04283
OA Status: green
Related Works: 10
OpenAlex ID: https://openalex.org/W4403966612

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DOI: https://doi.org/10.48550/arxiv.2408.04283

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Title: Prompt-Assisted Semantic Interference Cancellation on Moderate Interference Channels

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Type: preprint

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Language: en

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Publication year: 2024

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Publication date: 2024-08-08

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Authors: Zian Meng, Qiang Li, Ashish Pandharipande, Xiaohu Ge

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Landing page: https://arxiv.org/abs/2408.04283

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PDF URL: https://arxiv.org/pdf/2408.04283

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Concepts: Interference (communication), Single antenna interference cancellation, Computer science, Computer network, Speech recognition, Channel (broadcasting)

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Cited by: 0

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