主题词：Neural Networks and Applications; Neural Networks Stability and Synchronization; Face and Expression Recognition; Advanced Memory and Neural Computing; stochastic dynamics and bifurcation; Machine Learning and ELM; Advanced Neural Network Applications; Domain Adaptation and Few-Shot Learning; Advanced Image and Video Retrieval Techniques; Anomaly Detection Techniques and Applications; Image Retrieval and Classification Techniques; Topic Modeling; Video Surveillance and Tracking Methods; Blind Source Separation Techniques; Nonlinear Dynamics and Pattern Formation; Neural dynamics and brain function; Fuzzy Logic and Control Systems; Human Pose and Action Recognition; Image and Signal Denoising Methods; Multimodal Machine Learning Applications; Text and Document Classification Technologies; Metaheuristic Optimization Algorithms Research; Distributed Control Multi-Agent Systems; Remote-Sensing Image Classification; Advanced Graph Neural Networks