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- 031-290-7966
- hwoo@skku.edu
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Reinforcement Learning
관심분야
Reinforcement Learning, Embodied Agent, System Intelligence
학력
- Ph.D in Computer Science, University of Texas at Austin
약력/경력
- 삼성전자 삼성리서치 상무, 랩장
학술지 논문
- (2023) A Maturity Model for Trustworthy AI Software Development. APPLIED SCIENCES-BASEL. 13
- (2023) A Configurable Model-Based Reinforcement Learning Framework for Disaggregated Storage Systems. IEEE ACCESS. 11
- (2022) Sample-Efficient Deep Learning Techniques for Burn Severity Assessment with Limited Data Conditions. APPLIED SCIENCES-BASEL. 12, 14
- (2022) Toward an Effective Bug Triage System Using Transformers to Add New Developers. JOURNAL OF SENSORS. 2022
- (2022) A Graph Convolution Network-Based Bug Triage System to Learn Heterogeneous Graph Representation of Bug Reports. IEEE ACCESS. 10
- (2021) A Global DAG Task Scheduler Using Deep Reinforcement Learning and Graph Convolution Network. IEEE ACCESS. 9
- (2021) Repot: Transferable Reinforcement Learning for Quality-centric Networked Monitoring in Various Environments. IEEE ACCESS. 9
- (2021) Efficient User-Level Multi-Path Utilization in RDMA Networks. IEEE ACCESS. 9
- (2021) Differentiable Ranking Metric Using Relaxed Sorting for Top-K Recommendation. IEEE ACCESS. 9
- (2021) Gemma: Reinforcement Learning-Based Graph Embedding and Mapping for Virtual Network Applications. IEEE ACCESS. 9
- (2021) 멀티코어 환경을 위한 강화학습 기반 캐시 파티셔닝. 정보과학회논문지. 48, 6
- (2020) rocorl: Transferable Reinforcement Learning-Based Robust Control for Cyber-Physical Systems With Limited Data Updates. IEEE ACCESS. 8
- (2020) Applying Convolutional Neural Networks With Different Word Representation Techniques to Recommend Bug Fixers. IEEE ACCESS. 8
- (2020) Panda: Reinforcement Learning-Based Priority Assignment for Multi-Processor Real-Time Scheduling. IEEE ACCESS. 8
- (2020) Continual Prediction of Bug-Fix Time Using Deep Learning-Based Activity Stream Embedding. IEEE ACCESS. 8
- (2019) SCARL: Attentive Reinforcement Learning-Based Scheduling in a Multi-Resource Heterogeneous Cluster. IEEE ACCESS. 7, 1
- (2019) Resource-Efficient Sensor Data Management for Autonomous Systems Using Deep Reinforcement Learning. SENSORS. 19, 20
- (2019) Event-Triggered Ephemeral Group Communication and Coordination over Sound for Smart Consumer Devices. SENSORS. 19, 8
- (2016) Quality Measurement of Push Services for Smart Devices. WIRELESS PERSONAL COMMUNICATIONS. 88, 2
특허/프로그램
- System for providing function as a service (FaaS) and operating method of system. 16/058,597. 20210921. 미국
- 강화학습 기반 센서 데이터 관리 방법 및 시스템. 10-2019-0175671. 20201215. 대한민국
- DISPLAY APPARATUS AND CONTROL METHOD THEREOF. US 10,809,896 B2. 20201020. 미국
- SYSTEM AND METHOD OF PROVIDING SENSING DATA TO AN ELECTRONIC DEVICE USING A TEMPLATE TO IDENTIFY A DATA TYPE AND FORMAT FOR THE ELECTRONIC DEVICE. US 10,701,532 B2. 20200630. 미국
- USER TERMINAL DEVICE AND METHOD FOR PROVIDING WEB SERVICE THEREOF. US 10 , 397 , 760 B2. 20190827. 미국
- Information processing apparatus and control method thereof. US 10,097,976 B2. 20181009. 미국
- Electronic apparatus, server, and control method of system. US 9,992,140 B2. 20180606. 미국
- Terminal Apparatus and Method of Controlling Terminal Apparatus. US 9,553,790 B2. 20170124. 미국
- Apparatus and Method for Extending Network Area. US 9,531,561 B2. 20161227. 미국
- ELECTRONIC APPARATUS, NETWORK SYSTEMAND METHOD FOR ESTABLISHING PRIVATE NETWORK. US 9,307,030 B2. 20160405. 미국
- Method and Apparatus for Constructing a Widget Environment. US 9,298,475 B2. 20160329. 미국
- APPARATUS AND METHOD FOR EXTENDING UPNP NETWORKAREA. US 9,009,255 B2. 20150414. 미국
학술회의논문
- (2023) One-shot Imitation in a Non-Stationary Environment via Multi-Modal Skill. International Conference on Machine Learning. 미국
- (2022) Skills Regularized Task Decomposition for Multi-task Offline Reinforcement Learning. Conference on Neural Information Processing Systems. 미국
- (2022) Federated Offline Reinforcement Learning for Autonomous Systems. International Conference on Computer and Communication Engineering (CCCE 2022). 이탈리아
- (2022) An Efficient Combinatorial Optimization Model Using Learning-to-Rank Distillation. AAAI Conference on Artificial Intelligence. 캐나다
- (2022) Structure Learning-Based Task Decomposition For Reinforcement Learning In Non-Stationary Environments. AAAI Conference on Artificial Intelligence. 캐나다
- (2022) Iterative Pruning-based Model Compression for Pose Estimation on Resource-constrained Devices. International Conference on Machine Vision and Applications (ICMVA 2023). 싱가포르
- (2022) Mean-variance Based Risk-sensitive Reinforcement Learning with Interpretable Attention. International Conference on Machine Vision and Applications (ICMVA 2023). 싱가포르
- (2022) Transfer Learning based Precise Pose Estimation with Insufficient Data. International Conference on Machine Vision and Applications (ICMVA 2023). 싱가포르
- (2022) Reinforcement Learning based Load Balancing in a Distributed Heterogeneous Storage System. International Conference on Information Networking (ICOIN). 대한민국
- (2021) 제한된 네트워크 환경에서의 전이 강화 학습 기반 드론 운행 기법. 한국항공우주학회. 대한민국
- (2021) GNN 을 활용한 강화학습 기반 Virtual Link Mapping 알고리즘. 한국통신학회 학술대회논문집. 대한민국
- (2021) ML for RT: Priority Assignment Using Machine Learning. IEEE Real-Time and Embedded Technology and Applications Symposium. 미국
- (2021) GPU-Ether: GPU-native Packet I/O for GPU Applications on Commodity Ethernet. IEEE Conference on Computer Communications. 미국
- (2020) 딥러닝 기반 Java 프로그램 자동 코딩 가이드 모델. 한국소프트웨어종합학술대회. 대한민국
- (2020) Deep Learning-Based Logging Recommendation Using Merged Code Representation. International Conference on IT Convergence and Security (ICITCS). 대한민국
- (2020) Room-area Adhoc Group Management for Timely Coordination of Voice-enabled Consumer Devices. IEEE International Conference on Consumer Electronics (ICCE). 미국
- (2019) 서버리스 컴퓨팅 환경에서의 지속적인 모델 러닝 및 배포. 한국소프트웨어종합학술대회. 대한민국
- (2019) 서버리스 함수 합성의 성능 분석. 한국소프트웨어종합학술대회. 대한민국
- (2019) Deep Reinforcement Learning Based Sensor Data Management for Vehicles. International Conference on Information Networking (ICOIN). 말레이시아
- (2018) 플랫폼 독립적 서버리스 프론트엔드. 한국소프트웨어종합학술대회. 대한민국