Search Results for author: Tianyu Lu

Found 4 papers, 0 papers with code

Secret Key Generation for IRS-Assisted Multi-Antenna Systems: A Machine Learning-Based Approach

no code implementations28 Apr 2023 Chen Chen, Junqing Zhang, Tianyu Lu, Magnus Sandell, Liquan Chen

Different from most previous works that adopt iterative optimisation to solve the problem, the proposed DNN-based algorithm directly obtains the BS precoding and IRS phase shifts as the output of the DNN.

Machine Learning-Based Secret Key Generation for IRS-assisted Multi-antenna Systems

no code implementations19 Jan 2023 Chen Chen, Junqing Zhang, Tianyu Lu, Magnus Sandell, Liquan Chen

Different from most previous works that adopt the iterative optimization to solve the problem, the proposed DNN based algorithm directly obtains the BS precoding and IRS phase shifts as the output of the DNN.

Random Embeddings and Linear Regression can Predict Protein Function

no code implementations25 Apr 2021 Tianyu Lu, Alex X. Lu, Alan M. Moses

Large self-supervised models pretrained on millions of protein sequences have recently gained popularity in generating embeddings of protein sequences for protein function prediction.

Protein Function Prediction regression

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