Artificial Intelligence Security and Privacy

This book constitutes the refereed proceedings of the Third International Conference on Artificial Intelligence Security and Privacy, AIS&P 2025, held in Guangzhou, China, during December 5–7, 2025.

The 41 full papers included in these proceedings were carefully reviewed and selected from 106 submissions. They reflect current trends and advancements in AI security and privacy, offering valuable references for researchers, engineers, and professionals working in related fields.

Integrating Large Language Models with IDS for Analyst-Guided Automated Threat Response.- GBAA-GA: General Black-Box Adversarial Attack Method for Audio Recognition Based on Genetic Algorithm.- ConsistRAG：Defending Retrieval-Augmented Generation of Large Language Models against Knowledge Corruption Attacks.- The Reliability Fallacy: How Label Ambiguity Undermines AI Hate Speech Detection.- ProFL-DARL: Privacy-Preserving Robustness Federated Learning with Dynamic Aggregation Based on Reinforcement Learning.- A Deep Learning-based Dual-Branch Feature Fusion Model for Network Intrusion Detection.- Research on the Security Evaluation System for Sensitive Personal Information of ICV Terminals in Real Vehicle Usage Scenarios.- Lightweight Face Image Anonymization via Differential Privacy and Feature Decomposition.- Jailbreak Large Reasoning Model through Chain-of-Thought Forgery.- Secure and Intelligent Data Deduplication for Large Scale Data Storage in Language Model.- Towards Trustworthy Imbalanced IDS: Balancing Calibration, Adaptation, and Oversampling.- SLAB: Stealthy Deep Reinforcement Learning Backdoor Attack with Latent Space Trigger.- A Fake News Detection Technology based on Adversarial Contrast under Few-shot Samples.- Stealthy Parasites: Uncovering and Analyzing Reflected Search Poisoning for Illicit Promotion.- Method and Model for Analyzing the Rationality of Medical Visits based on Automatic Machine Learning.- Research on Moisture Prediction Based on Spatio-Temporal Graph Neural Network.- Self-supervised Conjoint CLIP for Unsupervised Domain Adaptation.- Application of a Linear Programming-Driven Multi- Algorithm Integration Framework in Optimizing Crop Planting Strategies.- Computational Thinking Reflected in K-means Clustering: Taking NetLogo Simulation as an Example.- Lithium-ion Battery SOH Prediction with Multi-feature Extraction Using a BiLSTM-RPTransformer Model.- Edge-enhanced Multi-scale Fusion for Pixel-level Image Tampering Localization.- A Survey of HOI Detection: Method Evolution and Multimodal Fusion.- Research on Key Technologies and Effect Verification of Anti-seepage Construction for Water Conservancy and Hydropower Dams Based on BIM Technology.- Algorithm Optimization and Benefit Analysis of BIM Technology in Refined Cost Management of Engineering Projects.- Joint Extraction of Equipment Fault Text Entity Relations based on BERT-GPLinker.- CS-SVM Algorithm Empowers BIM Technology in the Model Construction and Application of Construction Project Cost Prediction.- Research on Intelligent Question-and-answer Multi-intention Analysis Method of Converter Steelmaking Knowledge Graph.- Construction of an English Essay Topic and Opinion Analysis Model Based on PLDA-NTM and Bi-GRU.- FewShot-CrackDet An Improved LoRA-Based Few-Shot Intelligent Detection Model for Bridge and Building Structural Cracks.- A Systematic Review of AI in Cultural Heritage Preservation: Technological Frameworks, Applications, and Future Directions.- AI Redrawing and Verification: Reliability Analysis Based on Image Generation and Qing Dynasty Official Embroidery Data.- Open-set Cultural Object Detection Based on Vision-Language Pre-trained Models Algorithm.- A Study on Intelligent Monitoring and Prediction of Foundation Deformation Based on the Internet of Things and the LSTM Model.- Pricing Strategy of Remanufacturing Supply Chain Based on Stackelberg Game and Intelligent Optimization.- Data-Driven Intelligent Matching for the Integration of Science, Industry, and Education: Research on Path Mining and Efficacy Optimization of Achievement Transformation Based on Machine Learning Algorithms.- Image Style Transfer Method Based on CycleGAN.- Artificial Intelligence Technology Adoption on Enterprise Supply Chain Diversification and Supply Chain Resilience.- Arc Light Filtering Method for Welding Images Based on a Conditional Diffusion Model.- LRPE: A Lightweight Robot Pose Estimation Network.- Cross-Domain Detection of Lithium Battery Electrode Endpoints Based on Structural Optimization and Incremental Learning.- ETC-KG: A Hybrid Extraction and Cross-Modal Alignment Method for Knowledge Graph Construction in the ETC.