Multiobjective Reinforcement Learning-Based Neural Architecture Search for Efficient Portrait Parsing.
Sign Up to like & getrecommendations! Published in 2021 at "IEEE transactions on cybernetics"
DOI: 10.1109/tcyb.2021.3104866
Abstract: This article dedicates to automatically explore efficient portrait parsing models that are easily deployed in edge computing or terminal devices. In the interest of the tradeoff between the resource cost and performance, we design the… read more here.
Keywords: multiobjective reinforcement; search; portrait; efficient portrait ... See more keywords
Robust Multiobjective Reinforcement Learning Considering Environmental Uncertainties
Sign Up to like & getrecommendations! Published in 2024 at "IEEE Transactions on Neural Networks and Learning Systems"
DOI: 10.1109/tnnls.2024.3397393
Abstract: Numerous real-world decision or control problems involve multiple conflicting objectives whose relative importance (preference) is required to be weighed in different scenarios. While Pareto optimality is desired, environmental uncertainties (e.g., environmental changes or observational noises)… read more here.
Keywords: environmental uncertainties; multiobjective reinforcement; robust multiobjective; considering environmental ... See more keywords
Multiobjective Reinforcement Learning-Driven Polar Code Construction for B5G IoV
Sign Up to like & getrecommendations! Published in 2024 at "IEEE Transactions on Vehicular Technology"
DOI: 10.1109/tvt.2024.3447005
Abstract: Internet of Vehicles communications need high-reliability and low-latency channel codes. This paper aims to improve the error probability performance of the rate-compatible polar codes (RCPC) by optimizing the common coding construction. To this end, the… read more here.
Keywords: multiobjective reinforcement; code; construction algorithm; construction ... See more keywords