Conference Papers
(2024)
(Review) Joint Multi-Agent Reinforcement Learning and Message-Passing for Distributed Multi-UAV Cooperation using Conflict Graphs
IEEE WiOpt (Seoul, Korea, October 2024) Y. Cho, H. Lee, S. Park, J. Kim(Review) Advanced Taxiing Path Guidance using Multi-Agent Reinforcement Learning for Air Traffic Management
IEEE WiOpt (Seoul, Korea, October 2024) S. Lee, G. S. Kim, S. Park, J. Kim(Review) Introduction to Quantum Multi-Agent Reinforcement Learning: Concepts and Applications
ICTC AI Special Session (Jeju, Korea, October 2024) Y. Cho, S. B. Son, S. Park, J. KimQuantum Reinforcement Learning: Concepts, Models, and Applications
ICIT (Da Nang, Vietnam, September 2024) J. KimDiffusion-based Quantum Error Mitigation using Stochastic Differential Equation
IEEE VTS APWCS (Singapore, August 2024) J. Y. Shim, J. KimQuantum Multi-Agent Reinforcement Learning Software Design and Visual Simulations for Multi-Drone Mobility Control
IEEE VTS APWCS (Singapore, August 2024) S. Park, G. S. Kim, S. Jung, J. KimQuantum Error Mitigation in Open Systems using Diffusion Models: Stochastic Differential Equation and Shrodinger Bridge Approaches
IJCAI Workshop on Quantum Algorithms, Optimization, and AI (Jeju, Korea, August 2024) J. Y. Shim, J. KimDepth-Controllable Quantum Federated Learning
IJCAI Workshop on Quantum Algorithms, Optimization, and AI (Jeju, Korea, August 2024) S. Park, H. Baek, J. Park, M. Bennis, S. Jung, J. KimRealizing Cooperative Global Internet Services for Space-Air-Ground Integrated Networks: A Quantum Multi-Agent Reinforcement Learning Framework
IJCAI Workshop on Quantum Algorithms, Optimization, and AI (Jeju, Korea, August 2024) G. S. Kim, Y. Cho, S. Park, S. Jung, J. KimMulti-Channel Quantum Convolutional Neural Network
IJCAI Workshop on Quantum Algorithms, Optimization, and AI (Jeju, Korea, August 2024) E. J. Roh, J. Y. Shim, S. Park, J. KimQuantum Style Transfer in Hybrid Quantum-Classical Computing
IJCAI Workshop on Quantum Algorithms, Optimization, and AI (Jeju, Korea, August 2024) E. J. Roh, J. Y. Shim, S. Park, J. KimShifting from Knowledge to Infidelity Distillation for Fast and Accurate Distributed Quantum Machine Learning
IJCAI Workshop on Quantum Algorithms, Optimization, and AI (Jeju, Korea, August 2024) J. Kim, S. Oh, J. Park, H. Baek, H. Lee, J. Kim, S.-L. Kim
(2023)
Quantum Split Learning for Privacy-Preserving Information Management
ACM CIKM (Birmingham, United Kingdom, October 2023) S. Park, H. Baek, J. Kim
(Acceptance Rate (short): 152/554=27.44%)
ACK: NRF-Korea (2022R1A2C2004869, QHD), NRF-Korea (2021R1A4A1030775, BRL)Logarithmic Dimension Reduction for Quantum Neural Networks
ACM CIKM (Birmingham, United Kingdom, October 2023) H. Baek, S. Park, J. Kim
(Acceptance Rate (short): 152/554=27.44%)
ACK: NRF-Korea (2022R1A2C2004869, QHD), NRF-Korea (2021R1A4A1030775, BRL)Quantum Federated Learning for Vehicular Computing Scenarios
IEEE ICTC (Jeju, Korea, October 2023) J. Kim
ACK: NRF-Korea (2022R1A2C2004869, QHD)Trends in Deep Reinforcement Learning for Distributed Coordination and Cooperation with Homogeneous Multi-Agents
IEEE ICTC (Jeju, Korea, October 2023) J. Kim
ACK: NRF-Korea (2021R1A4A1030775, BRL)Quantum Reinforcement Learning for Large-Scale Multi-Agent Decision-Making in Autonomous Aerial Networks
IEEE VTS APWCS (Tainan, Taiwan, August 2023) S. Park, J. Kim
(IEEE VTS Seoul Chapter Award)
ACK: NRF-Korea (2022R1A2C2004869, QHD), IITP (6G)EQuaTE: Efficient Quantum Train Engine Design and Demonstration for Dynamic Software Analysis
IEEE ICDCS Demo - Short Paper (Hong Kong, China, July 2023) S. Park, H. Feng, W. J. Yun, C. Park, Y. K. Lee, S. Jung, J. Kim
ACK: NRF-Korea (2022R1A2C2004869, QHD)Multi-Site Clinical Federated Learning Using Recursive and Attentive Models and NVFlare
IEEE ICDCS Demo - Short Paper (Hong Kong, China, July 2023) W. J. Yun, S. Kim, J. KimCoordinated Multi-Agent Reinforcement Learning for Unmanned Aerial Vehicle Swarms in Autonomous Mobile Access Applications
IEEE ICDCS Poster (Hong Kong, China, July 2023) C. Park, H. Lee, W. J. Yun, S. Park, S. Jung, J. Kim
ACK: NRF-Korea (2022R1A2C2004869, QHD)Multi-Agent Deep Reinforcement Learning for Efficient Passenger Delivery in Urban Air Mobility
IEEE ICC (Rome, Italy, May/June 2023) C. Park, S. Park, G. S. Kim, S. Jung, J.-H. Kim, J. Kim
ACK: NRF-Korea (2022R1A2C2004869, QHD), NRF-Korea (2021R1A4A1030775, BRL)Quantum Multi-Agent Meta Reinforcement Learning
AAAI (Washington DC, USA, February 2023) W. J. Yun, J. Park, J. Kim
(Acceptance Rate: 1721/8777=19.61%)
ACK: NRF-Korea (2022R1A2C2004869, QHD), IITP (AI-Bots)3D Scalable Quantum Convolutional Neural Networks for Point Cloud Data Processing in Classification Applications
AAAI Workshop on AI to Accelerate Science and Engineering (Washington DC, USA, February 2023) H. Baek, W. J. Yun, J. Kim
ACK: IITP (AI-Bots)FV-Train: Quantum Convolutional Neural Network Training with a Finite Number of Qubits by Extracting Diverse Features
AAAI Student Abstract and Poster (Washington DC, USA, February 2023) H. Baek, W. J. Yun, J. Kim
(Finalist (Top 25), Oral Presentation Contest)
ACK: IITP (AI-Bots)Modern Trends in Quantum AI: Distributed and High-Definition Computation
IEEE ICOIN (Bangkok, Thailand, January 2023) J. P. Kim, W. J. Yun, H. Baek, J. Kim
ACK: IITP (AI-Bots)Neural Architectural Nonlinear Pre-Processing for mmWave Radar-based Human Gesture Perception
IEEE ICOIN (Bangkok, Thailand, January 2023) H. Baek, Y. J. Ha, M. Yoo, S. Jung, J. Kim
ACK: IITP (6G)Sionna: Introduction to Embedded Open-Source Semantic Communication Platforms
IEEE ICOIN (Bangkok, Thailand, January 2023) J.-H. Lee, J. Kim
ACK: NRF-Korea (2022R1A2C2004869, QHD)Hybrid MAC for Military UAV Networks
IEEE ICOIN (Bangkok, Thailand, January 2023) G. S. Kim, H. Lee, C. Park, S. Jung, J.-H. Kim, J. Kim
ACK: IITP (AI-Bots)Introduction to MITRE ATT&CK: Concepts and Use Cases
IEEE ICOIN (Bangkok, Thailand, January 2023) S. B. Son, S. Park, H. Lee, Y. Kim, D. Kim, J. Kim
ACK: NRF-Korea (2022R1A2C2004869, QHD), IITP (6G)
(2022)
Hierarchical Reinforcement Learning using Gaussian Random Trajectory Generation in Autonomous Furniture Assembly
ACM CIKM (Atlanta, Georgia, USA, October 2022) W. J. Yun, D. Mohaisen, S. Jung, J.-K. Kim, J. Kim
(Acceptance Rate (applied research): 91/307=29.64%)
ACK: Samsung, ITRC-Hanyang (IITP-2022-2017-0-01637)Reinforcement Learning Empowered Massive IoT Access in LEO-based Non-Terrestrial Networks
IEEE ICTC (Jeju, Korea, October 2022) J.-H. Lee, D. P. Selvam, A. F. Molisch, J. Kim
(Best Paper Award)Tutorial on Course-of-Action (COA) Attack Search Methods in Computer Networks
IEEE ICTC (Jeju, Korea, October 2022) S. B. Son, S. Park, H. Lee, J. Kim, S. Jung, D. Kim
ADD (UI210009XD, COA)Spatio-Temporal Attack Course-of-Action (COA) Search Learning for Scalable and Time-Varying Networks
IEEE ICTC (Jeju, Korea, October 2022) H. Lee, S. B. Son, W. J. Yun, J. Kim, S. Jung, D. H. Kim
ADD (UI210009XD, COA)Deep Reinforcement Learning for Complex Topography in Urban Aerial Mobility: Sensor-based Calibration and Visualization
IEEE ICTC (Jeju, Korea, October 2022) S. Park, J. Park, S. Jung, J. KimCooperative Video Quality Adaptation for Delay-Sensitive Dynamic Streaming using Adaptive Super-Resolution
IEEE WiOpt (Turin, Italy, September 2022) M. Choi, W. J. Yun, J. KimDDPG-based Deep Reinforcement Learning for Loitering Munition Mobility Control: Algorithm Design and Visualization
IEEE VTS APWCS (Seoul, Korea, August 2022) H. Lee, W. J. Yun, S. Jung, J.-H. Kim, J. Kim
(IEEE VTS Seoul Chapter Award)
ACK: NRF-Korea (2021R1A4A1030775, BRL), ITRC-Hanyang (IITP-2022-2017-0-01637)Trends in 3D Point Cloud Contents Sampling in Mobile AR/VR Platforms
IEEE VTS APWCS (Seoul, Korea, August 2022) H. Baek, H. Lee, J.-Y. Kim, S. Jung, M. Choi, J. Kim
ACK: SamsungSlimmable Quantum Federated Learning
ICML Workshop on Dynamic Neural Networks (Baltimore, Maryland, USA, July 2022) W. J. Yun, J. P. Kim, S. Jung, J. Park, M. Bennis, J. Kim
(Spotlight, Oral Presentation)
ACK: NRF-Korea (2022R1A2C2004869, QHD), NRF-Korea (2021R1A4A1030775, BRL), NRF-Korea (2019M3E4A1080391, QAOA), ITRC-Hanyang (IITP-2022-2017-0-01637)Quantum Multi-Agent Reinforcement Learning via Variational Quantum Circuit Design
IEEE ICDCS Demo - Short Paper (Bologna, Italy, July 2022) W. J. Yun, Y. Kwak, J. P. Kim, H. Cho, S. Jung, J. Park, J. Kim
ACK: NRF-Korea (2021R1A4A1030775, BRL), NRF-Korea (2022R1A2C2004869, QHD)Quality-Aware Real-Time Augmented Reality Visualization under Delay Constraints
IEEE ICDCS Poster (Bologna, Italy, July 2022) R. Lee, S. Park, S. Jung, J. Kim
ACK: NRF-Korea (2021R1A4A1030775, BRL), ITRC-Hanyang (IITP-2022-2017-0-01637)AoI-Aware Markov Decision Policies for Caching
IEEE ICDCS Ph.D. Student Symposium (Bologna, Italy, July 2022) S. Park, S. Jung, M. Choi, J. Kim
ACK: NRF-Korea (2021R1A4A1030775, BRL), ITRC-Hanyang (IITP-2022-2017-0-01637)Learning-based Second Price Auction for Distributed Delivery Scheduling in Smart and Autonomous Urban Air Mobility
IEEE ICUFN (Barcelona, Spain, July 2022) J. Kim
ACK: NRF-Korea (2022R1A2C2004869, QHD), NRF-Korea (2021R1A4A1030775, BRL)Search Space Adaptation for Differentiable Neural Architecture Search in Image Classification
IEEE ICUFN (Barcelona, Spain, July 2022) Y. Kim, S. Jung, M. Choi, J. Kim
ACK: IITP (2021-0-00766, NAS)Introduction to Secure Computing Methods in Unmanned Aerial Vehicles
IEEE ICUFN (Barcelona, Spain, July 2022) S. Park, M. Yoo, S. Jung, M. Choi, J. KimAdaptive and Stabilized Streaming for Edge-Assisted Connected Vehicles under Heterogeneous Computing Constraints
IEEE VTC (Helsinki, Finland, June 2022) R. Lee, H. Lee, S. Park, J. Kim
ACK: NRF-Korea (2022R1A2C2004869, QHD), ITRC-Hanyang (IITP-2022-2017-0-01637)Random Access Protocol Learning in LEO Satellite Networks via Reinforcement Learning
IEEE VTC (Helsinki, Finland, June 2022) J.-H. Lee, H. Seo, J. Park, M. Bennis, J. Kim, Y.-C. Ko
ACK: NRF-Korea (2022R1A2C2004869, QHD)Joint Superposition Coding and Training for Federated Learning over Multi-Width Neural Networks
IEEE INFOCOM (London, United Kingdom, May 2022) H. Baek, W. J. Yun, Y. Kwak, S. Jung, M. Ji, M. Bennis, J. Park, J. Kim
(Acceptance Rate: 225/1129=19.93%)
ACK: IITP (6G)The Credibility Cryptocurrency Valuation: Statistical Learning Analysis for Influencer Tweets
IEEE ICOIN (Jeju, Korea, January 2022) H. Lee, Y. Kim, H. Cho, S. Jung, J. KimStable Marriage Matching for Traffic-Aware Space-Air-Ground Integrated Networks: A Gale-Shapley Algorithmic Approach
IEEE ICOIN (Jeju, Korea, January 2022) H. Lee, H. Lee, S. Jung, J. Kim
ACK: IITP (6G)
(2021)
Multi-Agent Deep Reinforcement Learning using Attentive Graph Neural Architectures for Real-Time Strategy Games
IEEE SMC (Melbourne, Australia, October 2021) W. J. Yun, S. Yi, J. KimTrends in Neural Architecture Search: Towards the Acceleration of Search
IEEE ICTC (Jeju, Korea, October 2021) Y. Kim, W. J. Yun, Y. K. Lee, S. Jung, J. Kim
ACK: IITP (2021-0-00766, NAS)Introduction to Quantum Reinforcement Learning: Theory and PennyLane-based Implementation
IEEE ICTC (Jeju, Korea, October 2021) Y. Kwak, W. J. Yun, S. Jung, J.-K. Kim, J. Kim
ACK: NRF-Korea (2019M3E4A1080391, QAOA)Autonomous Aerial Mobility Learning for Drone-Taxi Flight Control
IEEE ICTC (Jeju, Korea, October 2021) W. J. Yun, Y. J. Ha, S. Jung, J. Kim
ACK: IITP (6G)Attention-based Reinforcement Learning for Real-Time UAV Semantic Communication
IEEE ISWCS (Berlin, Germany, September 2021) W. J. Yun, B. Lim, S. Jung, Y.-C. Ko, J. Park, J. Kim, M. Bennis
ACK: IITP/MSIT (2018-0-00170, PriMO5G)Quantum Scheduling for Millimeter-Wave Observation Satellite Constellation
IEEE VTS APWCS (Virtual, August 2021) J. Kim, Y. Kwak, S. Jung, J.-H. Kim
(IEEE VTS Seoul Chapter Award)
ACK: NRF-Korea (2019M3E4A1080391, QAOA), NRF-Korea (2021R1A4A1030775, BRL)Distributed and Autonomous Aerial Data Collection in Smart City Surveillance Applications
IEEE VTS APWCS (Virtual, August 2021) H. Lee, S. Jung, J. Kim
(IEEE VTS Seoul Chapter Award)
ACK: NRF-Korea (2021R1A4A1030775, BRL)Quantum Neural Networks: Concepts, Applications, and Challenges
IEEE ICUFN (Jeju, Korea, August 2021) Y. Kwak, W. J. Yun, S. Jung, J. Kim
ACK: NRF-Korea (2019M3E4A1080391, QAOA)Trends in Blockchain and Federated Learning for Data Sharing in Distributed Platforms
IEEE ICUFN (Jeju, Korea, August 2021) H. Lee, J. Kim
ACK: NRF-Korea (2021R1A4A1030775, BRL)Trends in LEO Satellite Handover Algorithms
IEEE ICUFN (Jeju, Korea, August 2021) S. Park, J. Kim
ACK: NRF-Korea (2021R1A4A1030775, BRL)Secure Aerial Surveillance using Split Learning
IEEE ICUFN (Jeju, Korea, August 2021) Y. J. Ha, M. Yoo, S. Park, S. Jung, J. Kim
ACK: NRF-Korea (2021R1A4A1030775, BRL)Communication and Energy Efficient Slimmable Federated Learning via Superposition Coding and Successive Decoding
ICML Workshop on Federated Learning for User Privacy and Data Confidentiality (Virtual, July 2021) H. Baek, W. J. Yun, S. Jung, M. Ji, J. Kim, J. Park, M. BennisSpatio-Temporal Split Learning
IEEE/IFIP DSN Supplemental Volume (Virtual, June 2021) J. Kim, S. Park, S. Jung, S. Yoo
ACK: MHW (HI19C0572, CDM), NRF-Korea (2019R1A2C4070663, mmWave)Visualization of Deep Reinforcement Autonomous Aerial Mobility Learning Simulations
IEEE INFOCOM Extended Abstract (Virtual, May 2021) G. Lee, W. J. Yun, S. Jung, J. Kim, J.-H. Kim
ACK: NRF-Korea (2019R1A2C4070663, mmWave), NRF-Korea (2019M3E4A1080391, QAOA)Infrastructure-Assisted Cooperative Multi-UAV Deep Reinforcement Energy Trading Learning for Big-Data Processing
IEEE ICOIN (Jeju, Korea, January 2021) S. Jung, W. J. Yun, J. Kim, J.-H. Kim
(Best Paper Award)
ACK: ITRC-Hanyang (IITP-2020-2017-0-01637), NRF-Korea (2019R1A2C4070663, mmWave), NRF-Korea (2019M3E4A1080391, QAOA)Quantum Convolutional Neural Network for Resource-Efficient Image Classification: A Quantum Random Access Memory (QRAM) Approach
IEEE ICOIN (Jeju, Korea, January 2021) S. Oh, J. Choi, J.-K. Kim, J. Kim
ACK: NRF-Korea (2019M3E4A1080391, QAOA)A Tutorial on Quantum Graph Recurrent Neural Network (QGRNN)
IEEE ICOIN (Jeju, Korea, January 2021) J. Choi, S. Oh, J. Kim
ACK: NRF-Korea (2019M3E4A1080391, QAOA)Proper Cost Hamiltonian Design for Combinatorial Optimization Problems: A Boolean Function Approach
IEEE ICOIN (Jeju, Korea, January 2021) J. Choi, S. Oh, S. Park, J.-K. Kim, J. Kim
ACK: NRF-Korea (2019M3E4A1080391, QAOA)Non-Local Self-Attention Mechanism for Real-Time Context Embedding Deep Shadow Removal Network
IEEE ICOIN (Jeju, Korea, January 2021) D. Kim, J. Kim
ACK: NRF-Korea (2019R1A2C4070663, mmWave), NRF-Korea (2019M3E4A1080391, QAOA)Performance Comparison of SRCNN, VDSR, and SRDenseNet Deep Learning Models in Embedded Autonomous Driving Platforms
IEEE ICOIN (Jeju, Korea, January 2021) J. Kim, M. Shin, D. Kim, S. Park, Y. Kang, J. Kim, H. Lee, W. J. Yun, J. Choi, S. Park, S. Oh, J. Yoo
ACK: NRF-Korea (2019R1A2C4070663, mmWave), NRF-Korea (2019M3E4A1080391, QAOA)On the Tradeoff Between Computation-Time and Learning-Accuracy in GAN-Based Super-Resolution Deep Learning
IEEE ICOIN (Jeju, Korea, January 2021) J. Y. Shim, J. Kim, J.-K. Kim
ACK: NRF-Korea (2019R1A2C4070663, mmWave), NRF-Korea (2019M3E4A1080391, QAOA)Auction-based Truthful Distributed Resource Allocation for Smart Grid Systems
IEEE ICOIN (Jeju, Korea, January 2021) H. Ahn, J. Kim, J. Kim
ACK: NRF-Korea (2019R1A2C4070663, mmWave), NRF-Korea (2019M3E4A1080391, QAOA)Auction-Based Deep Learning Computation Offloading for Truthful Edge Computing: A Myerson Auction Approach
IEEE ICOIN (Jeju, Korea, January 2021) H. Lee, S. Park, J. Kim, J. Kim
ACK: NRF-Korea (2019R1A2C4070663, mmWave), NRF-Korea (2019M3E4A1080391, QAOA)Access Management using Vickrey-Clarke-Groves Auction in Terrestrial-Drone Networks
IEEE ICOIN (Jeju, Korea, January 2021) J. Kim, J. Kim
ACK: NRF-Korea (2019R1A2C4070663, mmWave), NRF-Korea (2019M3E4A1080391, QAOA)Joint Behavioral Cloning and Reinforcement Learning Method for Propofol and Remifentanil Infusion in Anesthesia
IEEE ICOIN (Jeju, Korea, January 2021) M. Shin, J. Kim
ACK: NRF-Korea (2019R1A2C4070663, mmWave)Performance Evaluation of Consensus Protocols in Blockchain-based Audit Systems
IEEE ICOIN (Jeju, Korea, January 2021) A. Ahmad, M. Saad, J. Kim, D. Nyang, D. MohaisenEfficient Data Delivery in Content-Centric Network with Stronger Privacy of Publisher
IEEE ICOIN (Jeju, Korea, January 2021) T.-Y. Youn, J. Kim, S. C. Seo
ACK: NRF-Korea (2019R1A2C4070663, mmWave), NRF-Korea (2019M3E4A1080391, QAOA)Bitcoin Price Forecasting via Ensemble-based LSTM Deep Learning Networks
IEEE ICOIN (Jeju, Korea, January 2021) M. Shin, D. Mohaisen, J. Kim
ACK: NRF-Korea (2019R1A2C4070663, mmWave)Generative Adversarial Attacks on Fingerprint Recognition Systems
IEEE ICOIN (Jeju, Korea, January 2021) H. W. Kwon, J.-W. Nam, J. Kim, Y. K. Lee
ACK: NRF-Korea (2019R1A2C4070663, mmWave)
(2020)
S2I-Bird: Sound-to-Image Generation of Bird Species using Generative Adversarial Networks
IEEE ICPR (Virtual, January 2021) J. Y. Shim, J. Kim, J.-K. KimUnderstanding the Potential Risks of Sharing Elevation Information on Fitness Applications
IEEE ICDCS (Virtual, November/December 2020) U. Meteriz, N. F. Yildiran, J. Kim, D. Mohaisen
(Acceptance Rate: 105/584=17.98%)A Quantum Approach to the Minimum Dominating Set Problem
QTML (Virtual, November 2020) J. Choi, S. Oh, S. Park, J. KimOn the Performance of Generative Adversarial Network (GAN) Variants: A Clinical Data Study
IEEE ICTC (Jeju, Korea, October 2020) J. Yoo, J. Park, A. Wang, D. Mohaisen, J. Kim3D Modeling and WebVR Implementation using Azure Kinect, Open3D, and Three.js
IEEE ICTC (Jeju, Korea, October 2020) W. J. Yun, J. KimA Tutorial on Quantum Convolutional Neural Networks (QCNN)
IEEE ICTC (Jeju, Korea, October 2020) S. Oh, J. Choi, J. KimVideo Placements and Dynamic Streaming Services in Wireless Caching Networks
IEEE ICTC (Jeju, Korea, October 2020) M. Choi, J. KimEconomic Theoretic LEO Satellite Coverage Control: An Auction-based Framework
IEEE ICTC (Jeju, Korea, October 2020) J. Kim, T. D. Ngo, P. S. Oh, S. S.-C. Kwon, C. Han, J. KimReinforced Edge Selection using Deep Learning for Robust Surveillance in Unmanned Aerial Vehicles
IEEE ICTC (Jeju, Korea, October 2020) S. Park, J. Park, D. Mohaisen, J. KimKirchhoff's Circuit Law Applications to Graph Simplification in Search Problems
IEEE ICTC (Jeju, Korea, October 2020) J. Choi, J. KimXOR Mixup: Privacy-Preserving Data Augmentation for One-Shot Federated Learning
ICML Workshop on Federated Learning for User Privacy and Data Confidentiality (Virtual, July 2020) M. Shin, C. Hwang, J. Kim, J. Park, M. Bennis, S.-L. KimUser Scheduling and Power Allocation for Content Delivery in Caching Helper Networks
IEEE ICC (Virtual, June 2020) M. Choi, A. F. Molisch, J. KimCache Allocations for Consecutive Requests of Categorized Contents: Service Provider's Perspective
IEEE WCNC (Virtual, April 2020) M. Choi, A. F. Molisch, D.-J. Han, J. Kim, J. MoonPower Demand Forecasting Using Long Short-Term Memory Neural Network for Smart Grid
IEEE ICAIIC (Hukuoka, Japan, February 2020) V. H. Nguyen, V. Bui, J. Kim, Y. M. JangRNN-based Deep Learning for One-Hour Ahead Load Forecasting
IEEE ICAIIC (Hukuoka, Japan, February 2020) V. Bui, V. H. Nguyen, T. L. Pham, J. Kim, Y. M. JangThe Useful Quantum Computing Techniques for Artificial Intelligence Engineers
IEEE ICOIN (Barcelona, Spain, January 2020) J. Choi, S. Oh, J. KimLearning-Based Dot-Grid Alignment for Projection Distortion Correction
IEEE ICOIN (Barcelona, Spain, January 2020) D. Kim, D. Kwon, S. Park, J. KimPrivacy-Sensitive Parallel Split Learning
IEEE ICOIN (Barcelona, Spain, January 2020) J. Jeon, J. KimFast and Reliable Offloading via Deep Reinforcement Learning for Mobile Edge Video Computing
IEEE ICOIN (Barcelona, Spain, January 2020) S. Park, Y. Kang, Y. Tian, J. Kim
(2019)
Multi-Agent Deep Reinforcement Learning for Cooperative Connected Vehicles
IEEE GLOBECOM (Waikoloa, Hawaii, USA, December 2019) D. Kwon, J. KimDeep Multi-modal Unsupervised Pen Pressure Stylization
IEEE/CVF ICCV Demo (Seoul, Korea, October/November 2019) D. Kim, J. KimA Quantum Approach to Max-Weight Independent Set Problem
QTML (Daejeon, Korea, October 2019) J. Choi, J. KimPriMO-5G: Making Firefighting Smarter with Immersive Videos through 5G
IEEE 5G World Forum (Dresden, Germany, September/October 2019) Ki W. Sung, E. Mutafungwa, R. Jäntti, M. Choi, J. Jeon, D. Kim, J. Kim, J. Costa-Requena, A. Nordlöw, S. Sharma, G. Destino, Y. Deng, T. Mahmoodi, M. Ullmann, A. Nahler, Y. Kyung, S. Kim, S. Seo, S.-L. KimA Tutorial on Quantum Approximate Optimization Algorithm (QAOA): Fundamentals and Applications
IEEE ICTC (Jeju, Korea, October 2019) J. Choi, J. KimOverview of Distributed Federated Learning: Research Issues, Challenges, and Biomedical Applications
IEEE ICTC (Jeju, Korea, October 2019) J. Jeon, J. Kim, J. Huh, H. Kim, S. Cho
(2016-2019)
Prof. Joongheon Kim's Research at Chung-Ang University
Prof. Joongheon Kim's Research at Chung-Ang University
Joint Offloading and Streaming in Mobile Edges: A Deep Reinforcement Learning Approach
IEEE VTS APWCS (Singapore, August 2019) S. Park, J. Kim, D. Kwon, M. Shin, J. Kim
(IEEE VTS Seoul Chapter Award)Randomized Adversarial Imitation Learning for Autonomous Driving
IJCAI (Macau, China, August 2019) M. Shin, J. Kim
(Acceptance Rate: 850/4752=17.89%)Depth-Controllable Very Deep Super-Resolution Network
IEEE IJCNN (Budapest, Hungary, July 2019) D. Kim, J. Kim, J. Kwon, T.-H. KimAdversarial Imitation Learning via Random Search
IEEE IJCNN (Budapest, Hungary, July 2019) M. Shin, J. KimPrivacy-Preserving Deep Learning Computation for Geo-Distributed Medical Big-Data Platforms
IEEE/IFIP DSN Supplemental Volume (Portland, Oregon, USA, June 2019) J. Jeon, J. Kim, J. Kim, K. Kim, A. Mohaisen, J.-K. KimMulti-Agent Deep Reinforcement Learning for Connected Vehicles
ACM MobiSys Extended Abstract (Seoul, Korea, June 2019) D. Kwon, S. Park, J. KimLight-Weight Programming Language for Blockchain
ACM MobiSys Extended Abstract (Seoul, Korea, June 2019) J. Kim, J. KimAdversarial Imitation Learning via Random Search in Lane Change Decision-Making
ICML Workshop on AI for Autonomous Driving (Long Beach, California, USA, June 2019) M. Shin, J. KimProbabilistic Caching Policy for Categorized Contents and Consecutive User Demands
IEEE ICC (Shanghai, China, May 2019) M. Choi, D. Kim, D.-J. Han, J. Kim, J. MoonMempool Optimization for Defending Against DDoS Attacks in PoW-based Blockchain Systems
IEEE ICBC (Seoul, Korea, May 2019) M. Saad, L. Njilla, C. Kamhoua, J. Kim, D. Nyang, A. Mohaisen
(Acceptance Rate: 30/153=19.61%)Cyclic Parameter Sharing for Privacy-Preserving Distributed Deep Learning Platforms
IEEE ICAIIC (Okinawa, Japan, February 2019) J. Jeon, D. Kim, J. KimHardness on Style Transfer Deep Learning for Rococo Painting Masterpieces
IEEE ICAIIC (Okinawa, Japan, February 2019) K. S. Kim, D. Kim, J. KimOptimal Trajectory Learning for UAV-BS Video Provisioning System: A Deep Reinforcement Learning Approach
IEEE ICOIN (Kuala Lumpur, Malaysia, January 2019) D. Kwon, J. KimSecure Compute-VM: Secure Big Data Processing with SGX and Compute Accelerators
ACM CCS Workshop on System Software for Trusted Execution (Toronto, Canada, October 2018) S. Yoo, H. Kim, J. KimLow-Complexity Online Model Selection with Lyapunov Control for Reward Maximization in Stabilized Real-Time Deep Learning Platforms
IEEE SMC (Miyazaki, Japan, October 2018) D. Kim, J. Kwon, J. KimOpportunistic Medium Access for Hyper-Dense Beamformed IEEE 802.11ax Wireless Networks
IEEE ICTC (Jeju, Korea, October 2018) D. Kwon, J. KimVery Short-Term Photovoltaic Power Generation Forecasting with Convolutional Neural Networks
IEEE ICTC (Jeju, Korea, October 2018) D. Kim, S.-W. Hwang, J. KimShmCaffe: A Distributed Deep Learning Platform with Shared Memory Buffer for HPC Architecture
ICDCS (Vienna, Austria, July 2018) S. Ahn, J. Kim, E. Lim, W. Choi, A. Mohaisen, S. Kang
(Acceptance Rate: 78/378=20.63%)Detecting Selfish Backoff Attack in IEEE 802.15.4 CSMA/CA using Logistic Classification
IEEE ICUFN (Prague, Czech Republic, July 2018) J. Kim, K. S. KimNeural Network Syntax Analyzer for Embedded Standardized Deep Learning
ACM MobiSys Workshop on Embedded and Mobile Deep Learning (Munich, Germany, June 2018) M. Shin, J. Kim, A. Mohaisen, J. Park, K. H. LeeRecipient-Oriented Transaction for Preventing Double Spending Attacks in Private Blockchain
IEEE SECON Extended Abstract (Hong Kong, China, June 2018) H. Lee, M. Shin, K. S. Kim, Y. Kang, J. KimPOSTER: Mining with Proof-of-Probability in Blockchain
ACM AsiaCCS Extended Abstract (Incheon, Korea, June 2018) S. Kim, J. KimA Novel Shared Memory Framework for Distributed Deep Learning in High-Performance Computing Architecture
IEEE/ACM ICSE Companion Volume (Gothenburg, Sweden, May/June 2018) S. Ahn, J. Kim, S. KangSelf-Adaptive Machine Learning Operating Systems for Security Applications
IEEE ICASSP (Calgary, Canada, April 2018) K. S. Kim, D. Kwon, Y. Kim, J. Kim, J. KimProactive Detection of Algorithmically Generated Malicious Domains
IEEE ICOIN (Chiang Mai, Thailand, January 2018) J. Spaulding, J. Park, J. Kim, A. MohaisenDistributed Dynamic Power-Aware Buffering for Multi-Gbps Video Streaming in IEEE 802.11ad Fast Session Transfer
IEEE ICOIN (Chiang Mai, Thailand, January 2018) D. Kwon, J. KimHigh-Dimensional Statistical Supervised Learning for Extracting Information in Steganography
IEEE ICOIN (Chiang Mai, Thailand, January 2018) S. Hwang, K. S. Kim, Y. Kim, J. Kim, M. Park, S. Park, J. KimTop-Down Parsing for Neural Network Exchange Format (NNEF) in TensorFlow-based Deep Learning Computation
IEEE ICOIN (Chiang Mai, Thailand, January 2018) B. Seo, M. Shin, Y. J. Mo, J. KimREQUEST: Seamless Dynamic Adaptive Streaming over HTTP for Multi-Homed Smartphone under Resource Constraints
ACM Multimedia (Mountain View, California, USA, October 2017) J. Koo, J. Yi, J. Kim, M. A. Hoque, S. Choi
(Acceptance Rate: 189/684=27.63%)A Reliable, Self-Adaptive Face Identification Framework via Lyapunov Optimization
ACM SOSP Workshop on AI Systems (Shanghai, China, October 2017) D. Kim, J. Kim, J. Y. BangDynamic Security-Level Maximization for Stabilized Parallel Deep Learning Architectures in Surveillance Applications
IEEE PAC Extended Abstract (Washington DC, USA, August 2017) J. Kim, Y. J. Mo, W. Lee, D. NyangPerformance of Deep Learning Computation with TensorFlow Software Library in GPU-Capable Multi-Core Computing Platforms
IEEE ICUFN (Milan, Italy, July 2017) Y. J. Mo, J. Kim, J.-K. Kim, A. Mohaisen, W. LeeDynamic Decision-Making for Fine-Grained Energy-Efficient Control in Millimeter-Wave Access Platforms
IEEE ICIC with Samsung LTE & 5G Special Workshop (Hanoi, Vietnam, June 2017) J. Kim, B. Seo, Y. Lee, S. ChoQueue-Aware Learning for Scheduling in Healthcare Clouds
IEEE ICIC with Samsung LTE & 5G Special Workshop (Hanoi, Vietnam, June 2017) J. Kim, S. ChoA Longitudinal Analysis of .i2p Leakage in the Public DNS Infrastructure
ACM SIGCOMM Extended Abstract (Florianopolis, Brazil, August 2016) S. H. Jeong, A. R. Kang, J. Kim, H. K. Kim, A. MohaisenBuffer-Stable Adaptive Per-Module Power Allocation for Energy-Efficient Millimeter-Wave Modular Antenna Array (MAA) Platforms
IEEE INFOCOM Extended Abstract (San Francisco, California, USA, April 2016) J. Kim
(2014-2016)
Prof. Joongheon Kim's Research at Intel Corporation
Prof. Joongheon Kim's Research at Intel Corporation
Millimeter-Wave Outdoor Access Shadowing Mitigation using Beamforming Arrays
EuCAP (Davos, Switzerland, April 2016) R. J. Weiler, W. Keusgen, A. Maltsev, T. Kühne, A. Pudeyev, L. Xian, J. Kim, M. Peter60 GHz Frequency Sharing Study between Fixed Service Systems and Small-Cell Systems with Modular Antenna Arrays
IEEE GLOBECOM Workshop on Millimeter-Wave Backhaul and Access (San Diego, California, USA, December 2015) J. Kim, L. Xian, R. Arefi, A. S. SadriA Case for Bad big.LITTLE Switching: How to Scale Power-Performance in SI-HMP
ACM SOSP Workshop on Power-Aware Computing and Systems (Monterey, California, USA, October 2015) S. Yoo, Y. Shim, S. Lee, S.-A. Lee, J. KimFeasibility Study of Stochastic Streaming with 4K UHD Video Traces
IEEE ICTC (Jeju, Korea, October 2015) J. Kim, E.-S. RyuTowards Robust UHD Video Streaming Systems using Scalable High Efficiency Video Coding
IEEE ICTC (Jeju, Korea, October 2015) E.-S. Ryu, Y. Ryu, H.-J. Roh, J. Kim, B.-G. LeeStudy of Coexistence between 5G Small-Cell Systems and Systems of the Fixed Service at 39 GHz Band
IEEE MTT-S IMS (Phoenix, Arizona, USA, May 2015) J. Kim, L. Xian, A. Maltsev, R. Arefi, A. S. SadriRequired Frequency Rejection in 39 GHz Millimeter-Wave Small Cell Systems
IEEE GLOBECOM Industry Program/Poster (Austin, Texas, USA, December 2014) J. Kim, L. Xian, A. Maltsev, R. Arefi, A. S. Sadri
(2010-2014)
Prof. Joongheon Kim's Research at USC
Prof. Joongheon Kim's Research at USC
Quality-Aware Millimeter-Wave Device-to-Device Multi-Hop Routing for 5G Cellular Networks
IEEE ICC (Sydney, Australia, June 2014) J. Kim, A. F. MolischJoint Scheduling and Stochastic Streaming for Device-to-Device Video Delivery
IEEE ITA (San Diego, California, USA, February 2014) J. Kim, A. Turci, G. Caire, A. F. Molisch
(ITA Graduation Day Talk)Adaptive Video Streaming for Device-to-Device Mobile Platforms
ACM MobiCom Demo - Short Paper (Miami, Florida, USA, September/October 2013) J. Kim, F. Meng, P. Chen, H. E. Egilmez, D. Bethanabhotla, A. F. Molisch, M. J. Neely, G. Caire, A. OrtegaQuality-Aware Coding and Relaying for 60 GHz Real-Time Wireless Video Broadcasting
IEEE ICC (Budapest, Hungary, June 2013) J. Kim, Y. Tian, S. Mangold, A. F. MolischEnabling Gigabit Services for IEEE 802.11ad-Capable High-Speed Train Networks
IEEE MTT-S RWS (Austin, Texas, USA, January 2013) J. Kim, A. F. MolischJoint Optimization of HD Video Coding Rates and Unicast Flow Control for IEEE 802.11ad Relaying
IEEE PIMRC (Toronto, Canada, September 2011) J. Kim, Y. Tian, A. F. Molisch, S. MangoldEnergy-Efficient Rate-Adaptive GPS-based Positioning for Smartphones
ACM MobiSys (San Francisco, California, USA, June 2010) J. Paek, J. Kim, R. Govindan
(Acceptance Rate: 25/126=19.84%)
(2005-2010)
Before Prof. Joongheon Kim's Ph.D. Research
Before Prof. Joongheon Kim's Ph.D. Research
mmWave SVD-based Beamformed MIMO Communication Systems
IEEE CCNC (Las Vegas, Nevada, USA, January 2010) S. Tiraspolsky, B. Jeon, J. Kim, A. Rubtsov, A. Flaksman, V. ErmolayevOptimal Beaconing for 60 GHz Millimeter Wave
IEEE CCNC (Las Vegas, Nevada, USA, January 2009) J. Kim, B. JeonDemonstration of Display Sharing over Multi-Gbps Wireless Video and Audio Network
IEEE CCNC (Las Vegas, Nevada, USA, January 2009) J. Kim, B. JeonCooperative Relaying Strategies for Multi-Hop Wireless Sensor Networks
IEEE COMSWARE (Bangalore, India, January 2008) J. Kim, W. LeeMobility Driven Vertical Handover for Mobile IPTV Traffic in Hybrid IEEE 802.11e/16e Networks
UIC (Hong Kong, China, July 2007) E. Choi, W. Lee, J. KimPower Saving Medium Access for Beacon-Enabled IEEE 802.15.4 LR-WPANs
HCII (Beijing, China, July 2007) J. Kim, W. LeeGenetic Algorithmic Topology Control for Two-Tiered Wireless Sensor Networks
ICCS (Beijing, China, May 2007) D. Lee, W. Lee, J. KimUbiComm: An Adaptive Vertical Handoff Decision Scheme for Heterogeneous Wireless Networks
UCS (Seoul, Korea, October 2006) W. Lee, E. Kim, J. Yu, D. Lee, J. Choi, J. Kim, C. K. ShinA Power Balanced Multipath Routing Protocol in Wireless Ad-Hoc Sensor Networks
IEEE CIT (Seoul, Korea, September 2006) D. Kim, W. Lee, B.-N. Park, J. Kim, C. ShinDynamic Clustering for Coverage-Time Maximization in Two-Tiered Hierarchical Sensor Network Architectures
EUC (Seoul, Korea, August 2006) J. Kim, W. Lee, D. Kim, E. Kim, H. Kim, S. AhnEnergy-Aware Distributed Topology Control for Coverage-Time Optimization in Clustering-Based Heterogeneous Sensor Networks
IEEE VTC (Melbourne, Australia, May 2006) J. Kim, J. Choi, W. LeeOn Energy-Aware Dynamic Clustering for Hierarchical Sensor Networks
UISW (Nagasaki, Japan, December 2005) J. Kim, W. Lee, E. Kim, J. Kim, C. Lee, S. Kim, S. KimWeighted Localized Clustering: A Coverage-Aware Reader Collision Arbitration Protocol in RFID Networks
ICESS (Xi'an, China, December 2005) J. Kim, W. Lee, J. Jung, J. Choi, E. Kim, J. KimEffect of Localized Optimal Clustering for Reader Anti-Collision in RFID Networks: Fairness Aspect to the Readers
IEEE ICCCN (San Diego, California, USA, October 2005) J. Kim, W. Lee, J. Yu, J. Myung, E. Kim, C. Lee
(Acceptance Rate: 83/258=32.17%)w-LLC: Weighted Low-Energy Localized Clustering for Embedded Networked Sensors
FSKD (Changsha, China, August 2005) J. Kim, W. Lee, E. Kim, C. LeeLow-Energy Localized Clustering: An Adaptive Cluster Radius Configuration Scheme for Topology Control in Wireless Sensor Networks
IEEE VTC (Stockholm, Sweden, May/June 2005) J. Kim, S. Kim, D. Kim, W. Lee, E. Kim