Research on Weight Initialization Method for Restricted Boltzmann Machines Based on Statistical Mechanical Analysis Academic Background In deep learning, the initialization of neural network weights significantly impacts the training effectiveness of models. Particularly in feed-forward neural networks, several dataset-free weight initialization me...