1 code implementation • 17 Aug 2012 • Kai Chen, Kai Niu, Jia-Ru Lin
As improved versions of successive cancellation (SC) decoding algorithm, successive cancellation list (SCL) decoding and successive cancellation stack (SCS) decoding are used to improve the finite-length performance of polar codes.
Information Theory Information Theory
no code implementations • 20 May 2018 • Ruo-Pei Guo, Chun-Guang Li, Yonghua Li, Jia-Ru Lin, Jun Guo
In this paper, we propose to exploit a density-adaptive smooth kernel technique to achieve efficient and effective reranking.
no code implementations • 13 Feb 2019 • Yue Xu, Feng Yin, Wenjun Xu, Jia-Ru Lin, Shuguang Cui
First, to the best of our knowledge, this paper is the first to empower GP regression with the alternating direction method of multipliers (ADMM) for parallel hyper-parameter optimization in the training phase, where such a scalable training framework well balances the local estimation in baseband units (BBUs) and information consensus among BBUs in a principled way for large-scale executions.
no code implementations • 3 Jun 2019 • Yue Xu, Wenjun Xu, Zhi Wang, Jia-Ru Lin, Shuguang Cui
Third, this work proposes an offline-evaluation based safeguard mechanism to ensure that the online system can always operate with the optimal and well-trained MLB policy, which not only stabilizes the online performance but also enables the exploration beyond current policies to make full use of machine learning in a safe way.
no code implementations • 1 Mar 2020 • Yue Xu, Feng Yin, Wenjun Xu, Chia-Han Lee, Jia-Ru Lin, Shuguang Cui
The marriage of wireless big data and machine learning techniques revolutionizes the wireless system by the data-driven philosophy.