Xiaokang Zhou 研究室

主宰者：Xiaokang Zhou

関西大学

AI 要約（直近 5 年の研究成果）

Xiaokang Zhou研究室は、急速に発展するスマート社会における信頼性と効率性の課題に取り組んでいます。研究の柱となるのは、モバイル・IoT・エッジコンピューティング環境での**プライバシー保護と安全性の確保**です。具体的には、IoTデバイスに付属するアプリケーションがユーザー情報をどのように扱っているかを自動的に検査する技術や、複数の組織が協力してモデルを学習する際に個人情報を守る仕組みの開発を進めています。また、センサーデータの圧縮処理やネットワーク攻撃からの防御技術にも注力し、リソースが限定された環境での実用的なシステム構築を実現しています。一方、**視覚情報の理解と応用**も重要な研究テーマです。ビデオから感情を認識する技術、Webサイト上の画像を正確に分類する技術、人物の次の訪問地点を予測する技術など、様々な場面で機械学習モデルを活用しています。これらの研究では、データが多様で変化しやすい実環境での学習の課題、特に新しいパターンへの対応と過去の知識の保持のバランスを重視しています。さらに、**解釈可能性のあるAIシステムの構築**を目指しています。複雑な機械学習モデルがなぜそのような判断をしたのかを人間が理解できるようにすること、知識グラフの推論を透明性をもって行うこと、ソーシャルメディアのテキスト分析で感情判定の根拠を明確にすることなど、信頼できる人工知能の実現に向けた様々な取り組みを展開しています。

※ AI（Claude）が、公開されている論文要旨から研究の問い・手法・主要な発見を事実情報として抽出・再構成して自動生成しています。誤りを含む可能性があるため、正確性は研究室公式情報でご確認ください。

外部リンク

研究成果（100 件）

[2026] MicroRNA-138-2-3p inhibits cell migration, invasion and EMT process in non-small-cell lung cancer by targeting antizyme inhibitor 1
DOI: https://doi.org/10.1016/j.ric.2025.100032
[2026] Robust Low-Rank Sparse Framework for Video-Based Affective Computing
DOI: https://doi.org/10.1109/tce.2026.3697969
[2026] PLIKD: Prompt Learning with Instance-aware Knowledge Distillation for Web-scale Semantic Image Classification
DOI: https://doi.org/10.1145/3774904.3792293
[2026] DCS-AMTD: Attention-Based Deep Compressed Sensing with Multi-Loss Optimization for IIoT Vibration Data
DOI: https://doi.org/10.1109/jiot.2026.3697515
[2026] Diffusion-Collaborated Text-Visual multimodal Guidance for Image Manipulation Localization in IoT Supply Chain Systems
DOI: https://doi.org/10.1109/jiot.2026.3675736
[2026] Explainable Tensor-Enhanced Knowledge Graph Rule Learning With Inverse Tucker Decomposition for Robust Link Prediction
DOI: https://doi.org/10.1109/tce.2026.3703505
[2026] Multi-AI Agent Oriented Privacy Policy Compliance Checking Based on Large Language Models in Mobile IoT Systems
DOI: https://doi.org/10.1109/jiot.2026.3697293
[2026] VAE-Integrated Multiscale Generative Diffusion Modeling for Incomplete Multimodal Emotion Recognition
DOI: https://doi.org/10.1109/tcss.2026.3681252
[2025] Balancing User-Item Structure and Interaction with Large Language Models and Optimal Transport for Multimedia Recommendation
DOI: https://doi.org/10.24963/ijcai.2025/337
[2025] Generative policy-driven HAC reinforcement learning for autonomous driving incident response
DOI: https://doi.org/10.1016/j.future.2025.108106

続きを表示（残り 90 件）

[2025] GNN-Enhanced Multimodal Fusion with Contrastive Learning for Smart Health Oriented High Performance Recommendation System
DOI: https://doi.org/10.1109/hpcc67675.2025.00128
[2025] Variational Graph Auto-Encoder Driven Graph Enhancement for Sequential Recommendation
DOI: https://doi.org/10.24963/ijcai.2025/350
[2025] Two-Stage Energy Prediction With Prior Estimation and Dynamic Adaptation for Symbiotic IOV
DOI: https://doi.org/10.1109/jiot.2025.3597785
[2025] DRAM: Digital Twin-Driven Double-Layer Reverse Auction Method for Multi-Platform Vehicular Crowdsensing
DOI: https://doi.org/10.1109/tmc.2025.3594488
[2025] Clinical characteristics of children with disseminated <i>Staphylococcus aureus</i> infection involving bone and joint
DOI: https://doi.org/10.1080/17460913.2025.2525709
[2025] Permutation-Invariant and Equivariant Multiagent Reinforcement Learning for Flexible Manufacturing in Industrial IoT
DOI: https://doi.org/10.1109/jiot.2025.3584811
[2025] Mul2UNet: Deformable Multi-Scale UNet With Decoupled Channel Fusion for Oral Squamous Cell Carcinoma Segmentation
DOI: https://doi.org/10.1109/tce.2025.3582774
[2025] Semi-Supervised Crowd Counting via Swin Transformer with Adaptive Soft Threshold and Contrastive Learning
DOI: https://doi.org/10.1145/3744747
[2025] Analysis of clinical characteristics and risk factors for Staphylococcus aureus disseminated infection secondary to acute osteoarticular infections in children
DOI: https://doi.org/10.1186/s13052-025-02007-6
[2025] Multi-ARCL: Multimodal adaptive relay-based distributed continual learning for encrypted traffic classification
DOI: https://doi.org/10.1016/j.jpdc.2025.105083
[2025] Collaboration-Aware Service Composition Optimization for Production Factors Under Industrial Internet
DOI: https://doi.org/10.1109/cscwd64889.2025.11033625
[2025] Protecting Consumer Electronics Human-Computer Interactive Verification Security via Anomaly-Aware Reconstruction-Guided Forgery Localization
DOI: https://doi.org/10.1109/tce.2025.3566783
[2025] Hyperbolic Variational Graph Auto-Encoder for Next POI Recommendation
DOI: https://doi.org/10.1145/3696410.3714804
[2025] Decentralized Federated Graph Learning With Lightweight Zero Trust Architecture for Next-Generation Networking Security
DOI: https://doi.org/10.1109/jsac.2025.3560012
[2025] Enhancing Diffusion Model with Auxiliary Information Mining-Exploration and Efficient Sampling Mechanism for Sequential Recommendation
DOI: https://doi.org/10.1609/aaai.v39i12.33370
[2025] GSFL: A Privacy-Preserving Grouping-Split Federated Learning Approach in Resource-Constrained Edge Computing Scenarios
DOI: https://doi.org/10.1145/3725221
[2025] FIR-GNN: A Graph Neural Network Using Flow Interaction Relationships for Intrusion Detection of Consumer Electronics in Smart Home Network
DOI: https://doi.org/10.1109/tce.2025.3548798
[2025] A Near-Optimal Category Information Sampling in RFID Systems
DOI: https://doi.org/10.1109/tmc.2025.3556869
[2025] Explainable Dual-Branch Combination Network With Key Words Embedding and Position Attention for Sentimental Analytics of Social Media Short Comments
DOI: https://doi.org/10.1109/tcss.2025.3532984
[2025] Counteracting Popularity Bias in Multimedia Web API Recommendation
DOI: https://doi.org/10.1109/tcss.2024.3517601
[2025] Privacy-Aware Edge Computation Offloading With Federated Learning in Healthcare Consumer Electronics System
DOI: https://doi.org/10.1109/tce.2025.3535753
[2025] Graph-Based Cooperation Multiagent Reinforcement Learning for Intelligent Traffic Signal Control
DOI: https://doi.org/10.1109/jiot.2025.3525640
[2025] Backdoor Defense in Transportation Cyber-Physical Systems Using Frequency Domain Hybrid Distillation
DOI: https://doi.org/10.1109/tits.2025.3539887
[2025] A Multi-Tier Offloading Optimization Strategy for Consumer Electronics in Vehicular Edge Computing
DOI: https://doi.org/10.1109/tce.2025.3527043
[2025] Incentive-Driven and Energy Efficient Federated Learning in Mobile Edge Networks
DOI: https://doi.org/10.1109/tccn.2025.3531464
[2025] Joint Test-time Adaptation with Refined Pseudo-labels and Latent Score Matching
DOI: https://doi.org/10.1145/3746027.3754494
[2025] Adaptive Two-Layer Inspection Framework for Mitigating Security Risks in Large-Scale Vertical Domain Language Models
DOI: https://doi.org/10.1109/ispce-asia69076.2025.11312923
[2025] Towards a comprehensive framework for verifying open-source software license compatibility
DOI: https://doi.org/10.1007/s10664-025-10751-w
[2025] Digital Twin Association for Securing Internet of Energy: Challenges and Solutions
DOI: https://doi.org/10.1109/mnet.2025.3620037
[2025] CDC: Enhancing Scene Graph Generation for IoST-Driven Social Behavioral Modeling With Cooperative Dual Classifier
DOI: https://doi.org/10.1109/tcss.2025.3600391
[2025] Where Does This Data Come From? Enhanced Source Inference Attacks in Federated Learning
DOI: https://doi.org/10.24963/ijcai.2025/536
[2025] ST-BernT: A Spatiotemporal λ-Bernstein Graph Convolutional Network With Transformer for Multisite Air Quality Prediction in Distributed Unmanned Agent Systems
DOI: https://doi.org/10.1109/jiot.2025.3617922
[2024] MvTuckER: Multi-view knowledge graphs representation learning based on tensor tucker model
DOI: https://doi.org/10.1016/j.inffus.2024.102249
[2024] Digital Twin-Assisted Edge Service Caching for Consumer Electronics Manufacturing
DOI: https://doi.org/10.1109/tce.2024.3357136
[2024] Personalized Federated Learning With Model-Contrastive Learning for Multi-Modal User Modeling in Human-Centric Metaverse
DOI: https://doi.org/10.1109/jsac.2023.3345431
[2024] Multitask Correlation Constrained Topological Learning Toward Smart Prognostic and Health Management in IoT
DOI: https://doi.org/10.1109/jiot.2024.3446551
[2024] 18‐1: A Super‐fast and Precise Moiré Pattern Simulation Algorithm for Improving Antenna‐on‐Display Moiré Effect
DOI: https://doi.org/10.1002/sdtp.17490
[2024] Enteric methane emissions, rumen fermentation, and milk composition of dairy cows fed 3-nitrooxypropanol and L-malate supplements
DOI: https://doi.org/10.3389/fvets.2024.1479535
[2024] Exosomal hsa_circ_0035277 enhances the malignancy of gastric cancer by interacting with the m6A reader ELAVL1
DOI: https://doi.org/10.5114/aoms/178185
[2024] Defending Against Backdoor Attacks through Causality-Augmented Diffusion Models for Dataset Purification
DOI: https://doi.org/10.1109/trustcom63139.2024.00127
[2024] Multi-modal Fusion and 1D-CNN Based Elderly Fall Risk Prediction during Treadmill Walking
DOI: https://doi.org/10.1109/swc62898.2024.00193
[2024] Sentiment Bias and Security Analysis in Training Datasets of Large Language Models
DOI: https://doi.org/10.1109/bdcloud63169.2024.00008
[2024] Intensify Knowledge Tracing for Learning Performance Prediction via Tensor-Based Self-Attention
DOI: https://doi.org/10.1109/swc62898.2024.00114
[2024] SQLStateGuard: Statement-Level SQL Injection Defense Based on Learning-Driven Middleware
DOI: https://doi.org/10.1145/3698038.3698569
[2024] A Novel Maize Futures Price Prediction Model based on EEMD-CNN-IGRU
DOI: https://doi.org/10.1109/ispa63168.2024.00075
[2024] A Rotating Target Detection Algorithm for Ships in SAR Images Based on LAOBB-YOLOv8n
DOI: https://doi.org/10.1109/ispa63168.2024.00230
[2024] Cluster-driven Personalized Federated Recommendation with Interest-aware Graph Convolution Network for Multimedia
DOI: https://doi.org/10.1145/3664647.3680788
[2024] LiScopeLens: An Open-Source License Incompatibility Analysis Tool Based on Scope Representation of License Terms
DOI: https://doi.org/10.1109/issre62328.2024.00013
[2024] What's the Real: A Novel Design Philosophy for Robust AI-Synthesized Voice Detection
DOI: https://doi.org/10.1145/3664647.3681100
[2024] Multi-UAV Cooperative Task Offloading in Blockchain-Enabled MEC for Consumer Electronics
DOI: https://doi.org/10.1109/tce.2024.3485633
[2024] GLFNet: Global and Local Frequency-domain Network for Long-term Time Series Forecasting
DOI: https://doi.org/10.1145/3627673.3679579
[2024] CHDAER:Consistent Hashing-based Data Allocation for Efficient Recommendation in Edge Environment
DOI: https://doi.org/10.1145/3627673.3679809
[2024] Energy-Efficient Inference With Software–Hardware Co-Design for Sustainable Artificial Intelligence of Things
DOI: https://doi.org/10.1109/jiot.2024.3482288
[2024] Trustworthy Generative Few-Shot Learning-Based Intrusion Detection Method in Internet of Things
DOI: https://doi.org/10.1109/tce.2024.3473304
[2024] Secure Collaborative Learning for Self-Adaptive Systems on Connected Autonomous Vehicles
DOI: https://doi.org/10.1145/3690768
[2024] A Low-Latency Synchronization Scheme for Vehicle Information Based on Cloud-Edge Collaboration
DOI: https://doi.org/10.1109/tce.2024.3445916
[2024] Fuzzy Federated Learning for Privacy-Preserving Detection of Adolescent Idiopathic Scoliosis
DOI: https://doi.org/10.1109/tfuzz.2024.3445468
[2024] Multi-Domain and Multi-View Oriented Deep Neural Network for Sentiment Analysis in Large Language Models
DOI: https://doi.org/10.1109/ithings-greencom-cpscom-smartdata-cybermatics62450.2024.00045
[2024] FASDSA: A Flexible Adaptive and Secure Data Sharing Architecture
DOI: https://doi.org/10.1145/3688003
[2024] SLoB: Suboptimal Load Balancing Scheduling in Local Heterogeneous GPU Clusters for Large Language Model Inference
DOI: https://doi.org/10.1109/tcss.2024.3423749
[2024] Evolvement of Spatio-Temporal Pattern and Driving Forces Analysis of Ancient Trees Based on the Geographically Weighted Regression Model in Guangzhou and Foshan, China
DOI: https://doi.org/10.3390/f15081353
[2024] RLGC: Reconstruction Learning Fusing Gradient and Content Features for Efficient Deepfake Detection
DOI: https://doi.org/10.1109/tce.2024.3435032
[2024] Analysis and Research on 10kV Distribution Network Faults
DOI: https://doi.org/10.26689/jera.v8i3.7210
[2024] Online Course Recommendation by Exploring User Interaction and Course Description
DOI: https://doi.org/10.1109/cscwd61410.2024.10580554
[2024] IoV-BERT-IDS: Hybrid Network Intrusion Detection System in IoV Using Large Language Models
DOI: https://doi.org/10.1109/tvt.2024.3402366
[2024] JMF-SS: Joint Matrix Factorization for Web API Recommendation with Mashup-Mashup Similarities and API-API Similarities
DOI: https://doi.org/10.1109/cscwd61410.2024.10580017
[2024] Reconstructed Graph Neural Network With Knowledge Distillation for Lightweight Anomaly Detection
DOI: https://doi.org/10.1109/tnnls.2024.3389714
[2024] Gender Classification Based on Spatio-Frequency Feature Fusion of OCT Fingerprint Images in the IoT Environment
DOI: https://doi.org/10.1109/jiot.2024.3381428
[2024] Distributed Edge Caching for Zero Trust-Enabled Connected and Automated Vehicles: A Multi-Agent Reinforcement Learning Approach
DOI: https://doi.org/10.1109/mwc.001.2300414
[2024] Measurements of direct CP violation of &lt;italic&gt;B&lt;/italic&gt; hardon decays at the LHCb experiment
DOI: https://doi.org/10.1360/tb-2024-0202
[2024] Personalized Federated Graph Learning on Non-IID Electronic Health Records
DOI: https://doi.org/10.1109/tnnls.2024.3370297
[2024] A Multi-Modal Tensor Ring Decomposition for Communication-Efficient and Trustworthy Federated Learning for ITS in COVID-19 Scenario
DOI: https://doi.org/10.1109/tits.2023.3273167
[2024] Distributed Computation Offloading and Power Control for UAV-Enabled Internet of Medical Things
DOI: https://doi.org/10.1145/3652513
[2024] Adaptive Segmentation Enhanced Asynchronous Federated Learning for Sustainable Intelligent Transportation Systems
DOI: https://doi.org/10.1109/tits.2024.3362058
[2024] Latency- and Privacy-Aware Convolutional Neural Network Distributed Inference for Reliable Artificial Intelligence Systems
DOI: https://doi.org/10.1109/tai.2024.3366880
[2024] An Entity Ontology-Based Knowledge Graph Embedding Approach to News Credibility Assessment
DOI: https://doi.org/10.1109/tcss.2023.3342873
[2024] Federated distillation and blockchain empowered secure knowledge sharing for Internet of medical Things
DOI: https://doi.org/10.1016/j.ins.2024.120217
[2023] Message from the SmartCity 2023 Chairs
DOI: https://doi.org/10.1109/hpcc-dss-smartcity-dependsys60770.2023.00007
[2023] Incentive Mechanism Design of Federated Learning for Recommendation Systems in MEC
DOI: https://doi.org/10.1109/tce.2023.3342187
[2023] Spatial–Temporal Federated Transfer Learning with multi-sensor data fusion for cooperative positioning
DOI: https://doi.org/10.1016/j.inffus.2023.102182
[2023] Novel MITM attack scheme based on built-in negotiation for blockchain-based digital twins
DOI: https://doi.org/10.1016/j.dcan.2023.11.011
[2023] Information Theoretic Learning-Enhanced Dual-Generative Adversarial Networks With Causal Representation for Robust OOD Generalization
DOI: https://doi.org/10.1109/tnnls.2023.3330864
[2023] Trusted Multimodal Socio-Cyber Sentiment Analysis Based on Disentangled Hierarchical Representation Learning
DOI: https://doi.org/10.1109/tcss.2023.3324462
[2023] BiLSTM and VAE Enhanced Multi-Task Neural Network for Trust-Aware E-Commerce Product Analysis
DOI: https://doi.org/10.1109/trustcom60117.2023.00114
[2023] Tensor-Train-Based Incremental High Order Dominant Z-Eigen Decomposition for Multi-Modal Intelligent Transportation Prediction
DOI: https://doi.org/10.1109/tits.2023.3321730
[2023] Heterogeneous Edge Service Deployment for Cyber Physical Social Intelligence in Internet of Vehicles
DOI: https://doi.org/10.1109/tiv.2023.3325372
[2023] Secure Edge Server Placement With Non-Cooperative Game for Internet of Vehicles in Web 3.0
DOI: https://doi.org/10.1109/tnse.2023.3321139
[2023] Digital Twin Enhanced Federated Reinforcement Learning With Lightweight Knowledge Distillation in Mobile Networks
DOI: https://doi.org/10.1109/jsac.2023.3310046
[2023] QoE-Driven Data Communication Framework for Consumer Electronics in Tele-Healthcare System
DOI: https://doi.org/10.1109/tce.2023.3319000
[2023] Privacy-preserving Point-of-interest Recommendation based on Simplified Graph Convolutional Network for Geological Traveling
DOI: https://doi.org/10.1145/3620677

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AI 要約（直近 5 年の研究成果）

外部リンク

関連研究室(8 件)

研究成果（100 件）

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所属学会・役職（0 件）