主题词：Sparse and Compressive Sensing Techniques; Stochastic Gradient Optimization Techniques; Neural Networks and Applications; Statistical Methods and Inference; Model Reduction and Neural Networks; Markov Chains and Monte Carlo Methods; Tensor decomposition and applications; Complex Network Analysis Techniques; Machine Learning and Algorithms; Topological and Geometric Data Analysis; Bayesian Methods and Mixture Models; Gaussian Processes and Bayesian Inference; Image and Signal Denoising Methods; Numerical methods in inverse problems; Face and Expression Recognition; Blind Source Separation Techniques; Machine Learning and ELM; Adversarial Robustness in Machine Learning; Generative Adversarial Networks and Image Synthesis; Reinforcement Learning in Robotics; Advanced Optimization Algorithms Research; Anomaly Detection Techniques and Applications; Point processes and geometric inequalities; Probabilistic and Robust Engineering Design; Advanced Graph Neural Networks