Joonho Seo
I map the risks in cloud systems and look for the behaviour that does not belong there.
Ph.D. student, Pusan National University, S3Lab
- Papers
- 9 (3 first-author)
- Patent filings
- 4
- Software, products
- 3
- Projects
- 8 + 5 in progress
How to read the drawing
Each box is one piece of work, grouped by research area. Point at a box to keep only the work it actually led to or came from. Click to open it.
donein progressproductpaper
Research of Joonho Seo, 2022–2026
Cloud risk assessment 3
SecurityHero RMFCloud Asset Risk PatentCloudRMF (SAC'25)Cloud anomaly detection 7
Zero Trust CASB PrototypeCloud UEBA ResearchZero-SAD Cloud Anomaly DetectionShadow IT DetectionShadow IT Detection PatentCloud UEBA Patent (KR)Cloud UEBA Patent (PCT)IAM privilege escalation 1
ABAC IAM Privilege EscalationControl & AI (industry) 11
LG Adaptive Motor ControlLG Dryer Torque PredictionECAD-to-Simulation ConverterLG SCOPE Web FrameworkA2SC Deep-RL Motor ControlLG SCOPE RefactoringLLM Agent for SimulationLG Drive Verification AutomationLG Multi-SLM AI AgentAI Agent Circuit SimulationSpeed Ripple Control (SAC'26)Systems & other 7
uftrace contributionsLightweight Demand ForecastingModel Inversion Attack OptimizationZero-copy File Transfer AnalysisATT&CK Pentest AutomationPalito Topology LibraryCDR Trends and Open SourceNow
Work in progress. Results are added when it is finished, and none of it is counted above.
2026.03–2027.02AI-Based Automated Simulation and Test Evaluation Framework for Advanced Control VPD TechnologyLG Electronics, Working-level project leadProject2026.02–2026.12Advancing an On-Premise Multi-SLM-Based AI Agent for VPD Control OptimizationLG Electronics, Working-level project leadProject2026.01–nowAWS IAM Privilege Escalation Research: ABAC (Tag-Condition) Based Privilege EscalationS3Lab, Pusan National University, Research and sole presenterProject2025.12–2026.12Development of ES Control Technology for Automated Analysis and Verification of Drive ControlLG Electronics, Research and developmentProject2024.08–nowUEBA Research: Cloud Behavior Anomaly Detection from AWS CloudTrail (NHI Behavior Analysis)S3Lab, Pusan National University, Research and presentationsProject
Work
Everything finished, newest first. Narrow it by research area or kind.
2026.03Digital Twin-Based Motor Speed Ripple Control System with AI-Driven Virtual Sensing and Reinforcement LearningACM SAC 2026, Second author and presenterPaper2025.10User Behavior Anomaly Detection/Automatic Response Method and System Based on Behavior Profiling in Cloud Computing EnvironmentPCT international application, Co-inventor (Yoon-Ho Choi, Joonho Seo)Patent filing2025.08Enhanced VPD Control Web Framework (SCOPE)LG Electronics, Development supportProject2025.08AI Agent Prototype Development for LLM-based VPD Control OptimizationLG Electronics, Working-level project leadProject2025.08User Behavior Anomaly Detection/Automatic Response Method and System Based on Behavior Profiling in Cloud Computing EnvironmentKorean Intellectual Property Office (KIPO), Co-inventor (Yoon-Ho Choi, Joonho Seo)Patent filing2025.07Shadow IT Detection Method and Device Using Unsupervised Embedding-Based Network Traffic ClusteringKorean Intellectual Property Office (KIPO), Co-inventor (Yoon-Ho Choi, Joonho Seo)Patent filing2025.06Shadow IT Detection via Unsupervised Embedding-Based Clustering of Network TrafficKIISC Conference on Information Security and Cryptography Summer 2025 (CISC-S 2025), First author and presenterPaper2025.06Trends in Content Disarm and Reconstruction Technology and Analysis of Open-Source ToolsKIISC Yeongnam Chapter Conference 2025, Co-authorPaper2025.04Automated Cybersecurity Risk Assessment and Visualization Framework for Resilient Cloud IT Asset ManagementACM SAC 2025, First author and presenterPaper2025.04A2SC: Adaptive Speed and Sensorless Control System for Motor Controllers based on Deep-RLACM SAC 2025, Second authorPaper2025.03Building Web Framework Infrastructure and Expanding Services to Improve the Utilization of Control VPD TechnologyLG Electronics, Sole developerProject2025.02Palito: Automatic Network Topology Generation LibraryS3Lab, Pusan National University, Co-developer (initial version)Software2024.11Implementation of an Automated Penetration Testing Tool Based on MITRE ATT&CKKIISC CISC-W 2024, Co-authorPaper2024.11Zero-SAD: Zero-Shot Learning Using Synthetic Abnormal Data for Abnormal Behavior Detection on Private CloudACM SoCC 2024, Second authorPaper2024.10Method and Apparatus for Visualization and Risk Management of IT Assets in a Cloud Computing EnvironmentKorean Intellectual Property Office (KIPO), Co-inventor (Yoon-Ho Choi, Joonho Seo)Patent filing2024.07Design and Development of a Cloud Access Security Broker Prototype for Zero Trust CloudPNU ITRC (Zero Trust Cloud Security), Participating researcherProject2024.07Development of a Program Converting ECAD Files into Simulation Models to Expand VPD Use by Control DevelopersLG Electronics, Web server developmentProject2024.05Development of simulator-based torque pattern prediction model and speed ripple reduction logicLG Electronics, Torque prediction model developmentProject2024.02Comparison and analysis of Zero-copy based file transfer mechanismsKICS Winter Conference 2024, First authorPaper2023.11SecurityHero RMFPNU Cloud RMF → SecurityHero RMF, PM and development leadProduct2023.06A Study on Optimizing Model Inversion Attacks against Prediction SystemsKCC 2023, Co-authorPaper2022.12Development of an Intelligent Motor Control Algorithm Based on Customer EnvironmentsLG Electronics industry-academia project, Participating researcherProject2022.10Lightweight Demand Forecasting Algorithm and Service ImplementationPusan National University undergraduate capstone project, First author of the project reportProject2022.07Contributions to uftrace (2022 Open Source Contribution Academy)namhyung/uftrace on GitHub, Contributor (4 merged pull requests, 12 commits)Open-source contribution
Growth
One box per finished piece of work in the year it happened; dashed boxes are work that started that year and is still going. Click a year for its report.
Education and affiliations
- 2024.03–nowBK21 FOUR graduate participantBK21 FOUR, Graduate participant
- 2024.03–nowPh.D. student, Information Convergence Engineering, Pusan National UniversityAdvisor Prof. Yoon-Ho Choi, S3Lab, Integrated M.S.–Ph.D. program (M.S. from 2024.03, integrated track from 2025)
- 2024.02B.S., Pusan National UniversityGraduated
- 2023.07–nowResearcher, Zero-Trust Cloud Security Research Center (ITRC), Pusan National UniversityMSIT and IITP ITRC program, Participating researcher
- 2017.09–2019.10Keeper security club, Pusan National University (8th cohort)Keeper security club, 9 study talks (MITM, DNS spoofing, SSL stripping, Meltdown, Mirai and more)