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PyTorch 2.0: Our next generation release that is faster, more Pythonic and Dynamic as ever - Vimarsana News

PyTorch 2.0: Our next generation release that is faster, more Pythonic and Dynamic as ever

An open source machine learning framework that accelerates the path from research prototyping to production deployment.

"Efficient Channel Estimation for RIS-Aided MIMO Communications with Un" by Yabo Guo, Peng Sun et al. - Vimarsana News

"Efficient Channel Estimation for RIS-Aided MIMO Communications with Un" by Yabo Guo, Peng Sun et al.

Reconfigurable intelligent surface (RIS) is very promising for wireless networks to achieve high energy efficiency, extended coverage, improved capacity, massive connectivity, etc. To unleash the full potentials of RIS-aided communications, acquiring accurate channel state information is crucial, which however is very challenging. For RIS-aided multiple-input and multiple-output (MIMO) communications, the existing channel estimation methods have computational complexity growing rapidly with the number of RIS units N (e.g., in the order of N2 or N3) and/or have special requirements on the matri...

Source: uow.edu.au
Chiến lược tiếp cận khách hàng của thịt bò Úc Mr T Beef - Vimarsana News

Chiến lược tiếp cận khách hàng của thịt bò Úc Mr T Beef

Thương hiệu thịt bò Úc Mr T Beef xây dựng chiến lược marketing, tiếp cận người tiêu dùng qua TVC và thử thách khiêu vũ trên TikTok. - VnExpress

"Joint Channel Estimation and Signal Recovery for RIS-Empowered Multi-U" by Li Wei, Chongwen Huang et al. - Vimarsana News

"Joint Channel Estimation and Signal Recovery for RIS-Empowered Multi-U" by Li Wei, Chongwen Huang et al.

Reconfigurable intelligent surfaces (RISs) have been recently considered as a promising candidate for energy-efficient solutions in future wireless networks. Their dynamic and low-power configuration enables coverage extension, massive connectivity, and low-latency communications. Due to a large number of unknown variables referring to the RIS unit elements and the transmitted signals, channel estimation and signal recovery in RIS-based systems are the ones of the most critical technical challenges. To address this problem, we focus on the RIS-assisted wireless communication system and present...

Source: uow.edu.au
"Unitary Approximate Message Passing for Sparse Bayesian Learning" by Man Luo, Qinghua Guo et al. - Vimarsana News

"Unitary Approximate Message Passing for Sparse Bayesian Learning" by Man Luo, Qinghua Guo et al.

Sparse Bayesian learning (SBL) can be implemented with low complexity based on the approximate message passing (AMP) algorithm. However, it does not work well for a generic measurement matrix, which may cause AMP to diverge. Damped AMP has been used for SBL to alleviate the problem at the cost of reducing convergence speed. In this work, we propose a new SBL algorithm based on structured variational inference, leveraging AMP with a unitary transformation (UAMP). Both single measurement vector and multiple measurement vector problems are investigated. It is shown that, compared to stateof- the-...

Source: uow.edu.au