Description

Book Synopsis

.- Global Discovery: A Global Graph-RAG Approach for Query-Focused Multimodal Summarization Across Multiple PDF Papers.
.- Metric Embedding Initialization-Based Differentially Private and Explainable Graph Clustering.
.- M³Net: Multimodal-Feature-masked Networks for Fake News Detection.
.- TB-DML4HS: A Task-Based Modeling and Causal Effect Estimation Method Using DML for Heterogeneous UAV Swarm.
.- WebGCN: Web Information Extraction Algorithm Based on Graph Neural Networks.
.- Federated Rank Learning with Dimensionality Reduction and Clustering for Electricity Load Forecasting.
.- Context-Aware Vectors: A New Method Integrating Personality into LLMs for Enhanced Sentiment Analysis.
.- Research on Detection and Reconstruction of Multiple Types of Anomalies in Wind Speed-Power Data of Wind Farms.
.- An LLM-enabled data augmentation framework for low-resource scenarios.
.- Lightweight Remote Sensing Tiny Object Detection Model Based on YOLOv8n Architecture.
.- Causal Encoding Generative Model Based on Attention and KAN.
.- TRVP: Transformer-VAE Framework for 3D Point Cloud Instance Segmentation.
.- A Metapath-based Neighborhood Reconstruction network for Graph Anomaly Detection.
.- DarkFusionNet: A Fusion Neural Network Based Architecture for Darknet Text Classification.
.- Key Nodes Evaluation for Human Proximity Networks Based on Gravity Model.
.- SRViT-MCNet: An IoT malware classification model.
.- MultiTEmb: Multi-Scale Embeddings for Temporal KG Completion.
.- Education Distillation: Let the Model Learn in the School.
.- A Multi-Source Temporal Graph Approach for Reliable Market Forecasting with LLM Synergy.
.- Memory-Enhanced Transformer Adaptive Graph Convolutional Recurrent Network for traffic flow forecasting.
.- Investigation into Auto-Scaling Mechanisms in Cloud Computing.
.- Multi-Receptive-Field Feature Fusion Knowledge Graph Embedding for Link Prediction.
.- RAG with Visual Alert: Boosting Multimodal Language Models for Enhanced Visual Question Answering.
.- Dynamic Heterogeneous Graph Neural Network for Personality Detection in Chinese Social Media Texts.
.- DualCBR: Cross-Modal Collaborative Filtering with Bidirectional Alignment for Long-Tail Recommendation.
.- Semantic Information Extraction with Language Models for Zero-Day Attack Detection.
.- A Review of Optimization Techniques for Large Language Model Inference.
.- GeoER: A Challenging Benchmark for Geometric Element Recognition.
.- SocioSupplyAlert: Comprehensive Supply Chain Crisis Prediction Using LLMs and Social Media Data.
.- SKG-LLM: Enhancing Large Language Models with Sentiment Knowledge Graphs for Fine-Grained Sentiment Analysis.
.- Harnessing Heterogeneous Social Networks for Better Group Recommendations: An Integrated Approach Towards Cold-start Problem.
.- An Agent-Based Cybersecurity Framework Enhanced by Large Language Models: Integrating Retrieval-Augmented Generation and Monte Carlo Tree Search.
.- Constrained Multi-agent Reinforcement Learning Approach on Wireless Charging Scheduling.
.- A Dual-Module System Design and Application for Digital Payment Fraud Detection.

Knowledge Science Engineering and Management

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    A Paperback by Tianqing Zhu

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      Publisher: Springer
      Publication Date: Publication Date: 14/11/2025
      ISBN13: 9789819530601, 978-9819530601
      ISBN10:
      Also in:
      Social research and statistics

      Description

      Book Synopsis

      .- Global Discovery: A Global Graph-RAG Approach for Query-Focused Multimodal Summarization Across Multiple PDF Papers.
      .- Metric Embedding Initialization-Based Differentially Private and Explainable Graph Clustering.
      .- M³Net: Multimodal-Feature-masked Networks for Fake News Detection.
      .- TB-DML4HS: A Task-Based Modeling and Causal Effect Estimation Method Using DML for Heterogeneous UAV Swarm.
      .- WebGCN: Web Information Extraction Algorithm Based on Graph Neural Networks.
      .- Federated Rank Learning with Dimensionality Reduction and Clustering for Electricity Load Forecasting.
      .- Context-Aware Vectors: A New Method Integrating Personality into LLMs for Enhanced Sentiment Analysis.
      .- Research on Detection and Reconstruction of Multiple Types of Anomalies in Wind Speed-Power Data of Wind Farms.
      .- An LLM-enabled data augmentation framework for low-resource scenarios.
      .- Lightweight Remote Sensing Tiny Object Detection Model Based on YOLOv8n Architecture.
      .- Causal Encoding Generative Model Based on Attention and KAN.
      .- TRVP: Transformer-VAE Framework for 3D Point Cloud Instance Segmentation.
      .- A Metapath-based Neighborhood Reconstruction network for Graph Anomaly Detection.
      .- DarkFusionNet: A Fusion Neural Network Based Architecture for Darknet Text Classification.
      .- Key Nodes Evaluation for Human Proximity Networks Based on Gravity Model.
      .- SRViT-MCNet: An IoT malware classification model.
      .- MultiTEmb: Multi-Scale Embeddings for Temporal KG Completion.
      .- Education Distillation: Let the Model Learn in the School.
      .- A Multi-Source Temporal Graph Approach for Reliable Market Forecasting with LLM Synergy.
      .- Memory-Enhanced Transformer Adaptive Graph Convolutional Recurrent Network for traffic flow forecasting.
      .- Investigation into Auto-Scaling Mechanisms in Cloud Computing.
      .- Multi-Receptive-Field Feature Fusion Knowledge Graph Embedding for Link Prediction.
      .- RAG with Visual Alert: Boosting Multimodal Language Models for Enhanced Visual Question Answering.
      .- Dynamic Heterogeneous Graph Neural Network for Personality Detection in Chinese Social Media Texts.
      .- DualCBR: Cross-Modal Collaborative Filtering with Bidirectional Alignment for Long-Tail Recommendation.
      .- Semantic Information Extraction with Language Models for Zero-Day Attack Detection.
      .- A Review of Optimization Techniques for Large Language Model Inference.
      .- GeoER: A Challenging Benchmark for Geometric Element Recognition.
      .- SocioSupplyAlert: Comprehensive Supply Chain Crisis Prediction Using LLMs and Social Media Data.
      .- SKG-LLM: Enhancing Large Language Models with Sentiment Knowledge Graphs for Fine-Grained Sentiment Analysis.
      .- Harnessing Heterogeneous Social Networks for Better Group Recommendations: An Integrated Approach Towards Cold-start Problem.
      .- An Agent-Based Cybersecurity Framework Enhanced by Large Language Models: Integrating Retrieval-Augmented Generation and Monte Carlo Tree Search.
      .- Constrained Multi-agent Reinforcement Learning Approach on Wireless Charging Scheduling.
      .- A Dual-Module System Design and Application for Digital Payment Fraud Detection.

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