PrivCore: Multiplication-Activation Co-Reduction for Efficient Private Inference

Information Science, Computer Science, Artificial Intelligence,
Deep Neural Network   Secure 2-Party Computation   Private Inference   Winograd Convolution   Network Pruning   ReLU Optimization  

Efficient Private Inference in Deep Neural Networks: Breakthrough Research on the PrivCore Framework Background Introduction With the rapid development of deep learning technology, Deep Neural Networks (DNNs) have been increasingly applied in fields such as image recognition, natural language processing, and medical diagnosis. However, as the deman...

Decoupled Peak Property Learning for Efficient and Interpretable Electronic Circular Dichroism Spectrum Prediction

Chemistry, Computational Chemistry, Information Science, Artificial Intelligence,
Electronic Circular Dichroism   Peak Property Learning   Deep Neural Network   Molecular Chirality   Spectrum Prediction  

Efficient and Interpretable Electronic Circular Dichroism Spectrum Prediction: Decoupled Peak Property Learning Academic Background Electronic Circular Dichroism (ECD) spectroscopy is a crucial tool for studying molecular chirality, particularly in asymmetric organic synthesis and the pharmaceutical industry, where it is used to distinguish the abs...