Latency-Bounded Reliability-Oriented Degree Distribution of Rateless Codes: A Knowledge-Assisted Reinforcement Learning Method
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Communications Letters"
DOI: 10.1109/lcomm.2025.3595543
Abstract: Existing Luby transform (LT) codes struggle to maintain reliability in latency-bounded industrial systems. To address this, we propose an imitation learning and reinforcement learning based degree distribution optimization (ILRL-DO) method. Initially, imitation learning (IL) pretrains… read more here.
Keywords: reliability; latency bounded; degree distribution; reinforcement learning ... See more keywords
The HOP Protocol: Reliable Latency-Bounded End-to-End Multipath Communication
Sign Up to like & getrecommendations! Published in 2021 at "IEEE/ACM Transactions on Networking"
DOI: 10.1109/tnet.2021.3084450
Abstract: Next-generation wireless networks are expected to enable new applications with strict latency constraints. However, existing transport layer protocols are unable to meet the stringent Quality of Service (QoS) requirements on throughput and maximum latency: excessive… read more here.
Keywords: end end; latency bounded; protocol; multipath ... See more keywords