and fairness in machine learning.Part II - computer vision: classification; and computer vision: 3D methods.Part III - computer vision: anomaly detection; and topics in computer vision.Part IV - brain-inspired computing;

.- Graph Neural Networks. .- 3D Lattice Deformation Prediction with Hierarchical Graph Attention Networks. .- Beyond Homophily: Attributed Graph Anomaly Detection via Heterophily-aware Contrastive Learning Network. .- Boosting Attributed Graph Anomaly Detection via Negative Sample Awareness. .- CauchyGCN: Preserving Local Smoothness in Graph Convolutional Networks via a Cauchy-Based Message-Passing Scheme and Clustering Analysis. .- ComMGAE: Community Aware Masked Graph AutoEncoder. .- CTQW-GraphSAGE: Trainabel Continuous-Time Quantum Walk On Graph. .- Edged Weisfeiler-Lehman algorithm. .- Enhancing Fraud Detection via GNNs with Synthetic Fraud Node Generation and Integrated Structural Features. .- Graph-Guided Multi-View Text Classification: Advanced Solutions for Fast Inference. .- Invariant Graph Contrastive Learning for Mitigating Neighborhood Bias in Graph Neural Network based Recommender Systems. .- Key Substructure-Driven Backdoor Attacks on Graph Neural Networks. .- Missing Data Imputation via Neighbor Data Feature-enriched Neural Ordinary Differential Equations. .- Multi-graph Fusion and Virtual Node Enhanced Graph Neural Networks. .- STGNA: Spatial-Temporal Graph Convolutional Networks with Node Level Attention for Shortwave Communications Parameters Forecasting. .- Virtual Nodes based Heterogeneous Graph Convolutional Neural Network for Efficient Long-Range Information Aggregation. .- Large Language Models. .- A Three-Phases-LORA Finetuned Hybrid LLM Integrated with Strong Prior Module in the Eduation Context.  .- An Enhanced Prompt-Based LLM Reasoning Scheme via Knowledge Graph-Integrated Collaboration. .- Assessing the Emergent Symbolic Reasoning Abilities of Llama Large Language Models. .- BiosERC: Integrating Biography Speakers Supported by LLMs for ERC Tasks. .- CSAFT: Continuous Semantic Augmentation Fine-Tuning for Legal Large Language Models. .- FashionGPT: A Large Vision-Language Model for Enhancing Fashion Understanding. .- Generative Chain-of-Thought for Zero-shot Cognitive Reasoning. .- Generic Joke Generation with Moral Constraints. .- Large Language Model Ranker with Graph Reasoning for Zero-Shot Recommendation.  .- REM: A Ranking-based Automatic Evaluation Method for LLMs. .- Semantics-Preserved Distortion for Personal Privacy Protection in Information Management. .- Towards Minimal Edits in Automated Program Repair: A Hybrid Framework Integrating Graph Neural Networks and Large Language Models. .- Unveiling Vulnerabilities in Large Vision-Language Models: The SAVJ Jailbreak Approach.