News

Modern Engineering Marvels on MSN3d
Quantum Circuits, Deep Learning, and the Holographic Blueprint: How Physics Is Decoding the Heart of Black Holes
The three-dimensional world of ordinary experience—the universe filled with galaxies, stars, planets, houses, boulders, and ...
marktechpost1y
Deep Learning Architectures From CNN, RNN, GAN, and Transformers To Encoder-Decoder Architectures
Attention mechanisms, especially in transformer models, have significantly enhanced the performance of encoder-decoder architectures, making them highly effective for a wide range of ...
Scientific Research Publishing2y
End-to-End Auto-Encoder System for Deep Residual Shrinkage Network for AWGN Channels ()
From a deep learning perspective, the convolution operation is a filtering process, and the DNNs in our transmitter and receiver are numerous filters that can extract information features better. The ...
IEEE2y
Solving Electromagnetic Inverse Scattering Problems in Inhomogeneous Media by Deep Convolutional Encoder–Decoder Structure
Abstract: This communication proposes a novel deep learning (DL) approach to solve electromagnetic ... neural networks (DConvNets), which comprise the deep convolutional encoder–decoder (DCED) ...