학술논문

Low-Latency Distributed Inference at the Network Edge Using Rateless Codes (Invited Paper)
Document Type
Conference
Source
2021 17th International Symposium on Wireless Communication Systems (ISWCS) Wireless Communication Systems (ISWCS), 2021 17th International Symposium on. :1-6 Sep, 2021
Subject
Communication, Networking and Broadcast Technologies
Signal Processing and Analysis
Codes
Spatial diversity
Encoding
Robustness
Decoding
Servers
Low latency communication
Language
ISSN
2154-0225
Abstract
We propose a coding scheme for low-latency distributed inference at the network edge that combines a rateless code with an irregular-repetition code. The rateless code provides robustness against straggling servers and serves the purpose of reducing the computation latency, while the irregular-repetition code provides spatial diversity to reduce the communication latency. We show that the proposed scheme yields significantly lower latency than a scheme based on maximum distance separable codes recently proposed by Zhang and Simeone.