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GAIIS 2025: Hangzhou, China
- Proceedings of the 2025 2nd International Conference on Generative Artificial Intelligence and Information Security, GAIIS 2025, Hangzhou, China, February 21-23, 2025. ACM 2025, ISBN 979-8-4007-1345-3
Chapter 1 - Generative AI and Advanced Machine Learning Applications
- Siyuan Zhang, Wenjun Zhou
, Yifan Wang
MIFNetwork: Multi-scale Information Fusion Network for Long Traffic Prediction. 1-6 - Hao Li
HoloDiT: Exploring 3D Diffusion Transformer Models Using 2D Images. 7-11 - Kai Yang
Trend Decomposition Enhanced Large Language Model for Non-Stationary Network Traffic Prediction. 12-19 - Yawen Wang
Knowledge-Enhanced Event Prediction of Carrier-Based Aircraft Emergencies. 20-25 - Fukang Tang
AES encryption scheme based on Cubic chaotic mapping optimization. 26-30 - Xuening Ma
Crossroads of AI and Tourism: Enhancing Destination Management and Traveler Engagement. 31-36 - Penggang Guo
Improved Semantic Segmentation of Urban Road Scenes with Deep Dual-Resolution Network. 37-42 - Letian Wei
Privacy distillation: Collaborative privacy protection for Transformer. 43-49 - Xiaoyu Wang
Building Specialized Adversarial Examples for Improved Spelling Error Correction. 50-57 - Tingting Liu
Color image authentication and encryption algorithm based on dual random phase encoding and dual chaotic system. 58-65 - Heng Fang
ColKGC: Collaborative Enhancement using Large Language Model for Knowledge Graph Completion. 66-71 - Zhongxia Lei
Applications and Comprehensive Evaluation of Commodity Reconstruction based on NeRF. 72-79 - Xiaomeng Liu
Research on the Application of LLM in Institutional Compliance and Early Warning. 80-86 - Jingyuan Yi
Challenges and Innovations in LLM-Powered Fake News Detection: A Synthesis of Approaches and Future Directions. 87-93 - Zijian Han
Multimodal Knowledge Graph Inference Method Based on Cross-Attention Mechanism. 94-100 - Qianwen Shen
From Chart to QA Pairs: A Context-Aware Generation Framework for Chart-Containing Documents. 101-107 - Xiaofeng Zhang
GraphSynth: Synthesis of Network Configuration Templates Using Large Language Models. 108-114 - Benchang Dong
PPQformer: Privacy-Preserving Quantized Transformer for Efficient and Secure Inference. 115-119 - Hui-Wen Huang
Exploring EEG-based Attention Levels in Human-AI Interactions: A Case Study. 120-124 - Lin Fu
A Method for Discovering Ancient Chinese Neologisms Based on the Combination of Information Entropy - Mutual Information and BI-LSTM-CRF Model. 125-131 - Rui Yang
EAM_DiffusionSeg: Research on Instance Segmentation Methods Based on Enhanced Aggregation Masks and Diffusion Models. 132-136 - Fengdi Li
MH-PEFT: Mitigating Hallucinations in Large Vision-Language Models through the PEFT Method. 137-142 - Qiaozhi Bao
Research on evolution and early warning model of network public opinion based on online Latent Dirichlet distribution model and BP neural network. 143-151 - Yujun Jin
DPRS: Distributional Perspective Modeling for LLM-Enhanced Recommendation Systems. 152-156 - Tonghui Yang
Super-resolution Reconstruction of Remote Sensing Images with Improved SwinIR Transformer. 157-162 - Lei Feng
VAE-SMOTE Augmented Diffusion for Anomaly Detection. 163-170 - Botao Xiong
Audio-driven Talking-face Synthesis based on 3D Gaussian. 171-177 - Yuanhao Li
Research on Personalized Insurance Intelligent Customer Service Dialogue Generation Based on Large Language Models. 178-183 - Qinhui Sun
Emotion-enhanced Cross-modal Contrastive Learning for Fake News Detection. 184-189 - Minxi Rong
Imbalanced Graph Classification based on Graph-of-Graph Neural Networks and Augmented Graph Generator. 190-195 - Keyu Wu
Aspect-based Capsule Neural Networks for Sentiment Analysis of Sensitive Information. 196-201 - Weiyi Xia
Intelligent PLC Code Generation in HCPS 2.0: A Multi-dimensional Taxonomy and Evolutionary Framework. 202-212 - Shuaicheng Li
EEG Emotion Recognition Based on TQWT-features and Multiscale Convolution Superimposed Transformer. 213-218 - Yuzhu Xiong
A Guided-learning Network for Brain Tumor Segmentation with Missing Modalities. 219-225 - Bingchen Dong
A Swin Transformer-Based Cold Diffusion Model for Accelerated MRI Reconstruction. 226-230 - Yong Fang
Wasserstein GAN-Based Android Certificate Validation Vulnerability Detection Framework. 231-236 - Yuze Ding
Dynamic Semantic-Constrained Adversarial Training and Defensing: A Reinforcement Learning Framework for LLM-Generated Fake Information Detection. 237-241 - Bin Zhang
Synergistic Optimization Mechanism of Brain-Inspired Intelligence and Generative Models in Small Target Detection. 242-246
Chapter 2 - Data Analysis, Privacy, and Security in AI
- Wei Zhao
Based on visual model and LSTM cyclic convolutional neural network Automatic recognition method for instrument readings. 247-250 - Weidong Zhao
WWR-CS: Chinese Spelling Error Correction Based on Whole Words Replacement fusing Confusion Set. 251-257 - Sihan Liu
VideoDreamBooth: Subject-Driven Video Editing with Guided Multi-Path Fusion. 258-265 - Nan Jiang
Research on Deep Data Annotation Methods Based on Expertise in the Power Industry. 266-271 - Ze Yu
Cybersecurity Survivability Testing Technology Based on ATT&CK and D3FEND. 272-277 - Hongjuan Wang
CAM-YOLO v8: A model for water meter word wheel region segmentation. 278-283 - Quan Liu
Optimization of Price Strategy by Machine Learning in E-commerce. 284-288 - Anxin Zhang
DyLF: Introducing Longformer for More Efficient Dynamic Graph Learning. 289-294 - Rongfu Wang
Application and Design of Wi-Fi Ad Hoc Network Technology in Intelligent Agricultural Ecosystem. 295-301 - Xiaoyan Hu
Application of Grey BP Neural Network in Predicting the Number of Employees in the Cultural and Sports Industry of Yunnan Province. 302-306 - Jianbing Ye
Line Detection Based on Hough Transform and its Application. 307-311 - Jiamin Zheng
Secure Sharing and Protection of Agricultural Data Based on Federated Learning. 312-319 - Jiamin Zheng
Research on Deep Prediction of Agricultural Product Quality Based on Multi Model Fusion: A Case Study of Eel. 320-325 - Jiamin Zheng
Prediction based on multi - model agricultural assistance recommendation algorithms. 326-331 - Minghai Sun
Research and application of K-means clustering based on the color characteristics of woodblock prints of Zhuxianzhen. 332-336 - Chengyu Liu
Research on Load Monitoring and Regulation of Human Movement Training Assisted by Intelligent Algorithms. 337-341 - Zhenyang Lin
Metal Level Measurement and Compensation Based on the MiDas Model. 342-346 - Chan Li
Backward automatic screening feature selection algorithm based on multi-evaluation criterion fusion. 347-353 - Jingsi Wang
Identification of personnel identity in unmanned aerial vehicle video gait recognition based on 3Dresidual network. 354-358 - Qiaoxin Wang
Detection of pesticide residues by sensor arrays fused from SERS spectra of various substrates combined with deep learning. 359-366 - Wang Li
Improvements to the Apriori Algorithm and Its Application in Educational Decision-Making Systems. 367-373 - Dan Hu
Estimation of Soluble Solids Content for Dangshan Pear using Hyperspectral Image Reconstruction Based on Deep Learning. 374-381 - Jihao Tian
Sleep Spindle Auto Detection Based on U-Net with Label Optimization Module. 382-391 - Zhiyu Huang
Malicious Traffic Identification Based on Composite Sampling. 392-398 - Liangjie Wang
Spectrum anomaly detection and defense algorithm based on attention mechanism residual neural network. 399-404 - Feng Zhang
Unsupervised Homography Estimation Method Based on Edge Detection and Feature Fusion. 405-410 - Jiahui Zhao
A Hybrid Framework for Predicting Citation Harm from Retracted Papers. 411-416 - Yu Cao
An Efficient Zero-Knowledge Range Proof Scheme Based on Multibit Split Square Decomposition. 417-426 - Hongxu Lan
Comparing the accuracy and efficiency of a single machine learning agent with multiple coordinating agents in a chat environment. 427-434 - Jian Chen
A Knowledge Reasoning Modeling for security vulnerability databases based on Gaussian-SVM hybrid clustering. 435-439 - Jian Chen
CBAM-EANet: Convolutional Block Attention Module Enhanced Efficient Network for Detection on Distributed Denial of Service Attacks. 440-446 - Chenglin Zhou
Synthesis of Real-time Linear Dynamic Logic over Finite Traces. 447-452 - Fuyue Sun
The Fan Anomaly Detection Method Based on an Improved CBAM Attention Mechanism with MobileNetV3. 453-458 - Mengxue Zuo
Infringement and Protection in Personal Information on Data Mining. 459-465 - Xin Wang
Research on Privacy Protection Evaluation System Based on the Internet Connectivity Characteristics of Intelligent Vehicles. 466-472 - Chengjiang Wen
The Application of Membership Inference in Privacy Auditing of Large Language Models Based on Fine-Tuning Method. 473-479 - Yang Liu
Green quality perception of urban streets: a study combining semantic segmentation and multimodal noise enhancement techniques. 480-485 - Xing Wan
Transformed Variational Color Shift Algorithm for Interfering Text Image Recognition. 486-490 - Zheng Zhang
Fully distributed scaled consensus tracking of high-order unknown nonlinear multi-agent systems. 491-497 - Xiongfei Yao
Demand Forecasting for Cross-border Retail Commodities in the New Retail Era: A Hybrid Model Integrating Temporal Granularity and Categorical Dynamics. 498-504
Chapter 3 - Innovative AI Techniques and their Applications
- Zheng Wang
Analysis of occupant escape from indoor building fire based on optimized cellular automaton model. 505-508 - Hongfu Chen
Research and Implementation of Access Control Strategy Based on Apriori and Collaborative Filtering Techniques. 509-514 - Ze Han
Neural Network Student Cognitive Diagnosis Model Based on Multi-Relational Graph. 515-521 - Guofeng Wan
Research and Application of Generalized Predictive Control Algorithm in ATO System. 522-525 - Siqi Chen
Plant disease detection technology based on hybrid convolutional attention mechanism. 526-531 - Jie Wang
A recommendation algorithm model based on the fusion of group behavior and temporal feature. 532-537 - Wei Li
DAT-YOLO: Small Object Detection Model from the Perspective of Drones. 538-545 - Minghua Zhu
Solving Class Imbalance in Medical Image Classification Based on Federated Learning. 546-550 - Jiangchuan Gong
Research on Distributed Training Architecture for Large Scale Models for Natural Language Processing. 551-556 - Xinyu Cai
Loan Default Prediction Based on Machine Learning Approaches. 557-564 - Shani Liu
Realization and Experimental Research on Immersive Visual Communication System Based on Real-Time Rendering. 565-569 - Yiqi Zhu
Multi-label classification of medical images based on feature fusion. 570-576 - Qifei Zhu
An Improved LSTM Crime Prediction Model Based on Environmental Factors. 577-584 - Haocheng Song
A Convolutional Neural Network Reinforcement Framework Based on Neural Network Interpretability. 585-590 - Qifei Zhu
An Internet Public Opinion Monitoring Model Based on Stacked Ensemble Learning. 591-597 - Mingyang Li
Residual Neural Network with Attention Mechanism for Direction-of-Arrival Estimation in Low SNR. 598-604 - Xunlin Chen
Research on Weed Identification Based on Deep Learning. 605-609 - Litao Cai
Research on fall detection algorithm based on improved YOLOv8. 610-615 - Shiqing Liu
MGF-GNN: A Multi-Granularity Graph Fusion-based Graph Neural Network Method for Network Intrusion Detection. 616-620 - Chunyang Wu
Pneumonia Detection and Classification Using Lightweight ShuffleNetV2 Based on Transfer Learning. 621-625 - Chenming Yang
Three-Dimensional Path Planning for Unmanned Aerial Vehicles Based on a Hybrid Strategy of Dung Beetle Optimization Algorithm and Grey Wolf Optimization Algorithm. 626-631 - Ziye Zhou
Dynamic Decision Correction Framework Integrating Path Optimization and Incomplete Information Handling. 632-642 - Shulei Li
Event Extraction Methods for Government Hotline Domains. 643-647 - Qiuyang Wang
Research on Deep Learning Models for Dehazing Wildfire Images. 648-653 - Xintao Xu
Exploration of Multi-modal Translation Resource Processing Modes under Computer Graphics: A Case Study of Visionbank. 654-658 - Yang Li, Chi Chen, Yong Li:
Pos-PCFG: A Password Guessing Method Incorporating Character Positions. 659-666 - Lei Luo
Enhanced Session-Based Recommendation with Global Context and Dynamic Memory. 667-672 - Chengxuan Li
UVD-ATrack: UAV-based Vehicle Detection and Adaptive Tracking. 673-679 - Wangfeng Yang
Research on the Development and Application of Digital Twin Technology in the Field of Aircraft Maintenance and Support. 680-684 - Yufeng Yuan
SLP-SLAM: A Multifeature Fusion Stereo SLAM Based on Structural Lines and Structural Planes. 685-690 - Hao Lv
Aircraft Detection Based on Improved DETR. 691-697
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