The volume constitutes the refereed proceedings of the 15th International Conference on Advances in Brain Inspired Cognitive Systems, BICS 2025, held in Suzhou, China, during November 2830, 2025.

The 37 full papers and 5 short paper included in this book were carefully reviewed and selected from 69 submissions. They were organized in topical sections as follows: Neuro-Cognitive Modelling; -Inspired Medical Imaging and Analysis; Multimodal Perception and Interaction; Adaptive and Evolutionary Optimization.

Inhalt

.- Neuro-Cognitive Model l ing.

.- Synthetic Math Reasoning Dialogue for Continual Pretraining.

.- Across the Wires: Generalizing Arc-Fault Detection to Unseen Components with Logic Regularization.

.- Cross-Subject EEG Emotion Recognition via Adaptive Representation and Attention Fusion.

.- Brain-Inspired Perspective on Configurations: Unsupervised Similarity and Early Cognition.

.- Autonomous Mapping and 3D Semantic Segmentation for Indoor Robotic Navigation.

.- Enhancing Capsule Networks with Discrete Wavelet Transform for Hyperspectral Image Classification.

.- Assessing the Working Memory Capacity of Large Language Models through Reading Span Tasks: An Empirical Study.

.- Adaptive Graph Learning Meets Mamba: A Unified Framework for Spatio-Temporal Traffic Forecasting.

.- Gaze-Guided Auditory Focus: A Framework for Eye-Pose-Driven Noise-Resistant Speech Enhancement.

.- SAVA-ME: Cognition Inspired and Stability-Aware Vertex-Adaptive Minimum-Enclosing Simplex for Hyperspectral Endmember Extraction.

.- Absolute Value Penalty-Based Neurodynamic Model for Nonconvex Nonsmooth Interval-Valued Optimization.