Ph.D. and M.S. Students

Seok Bin Son (Ph.D. Student, 03/2022-Present) [Website]

• Awards and Honors (International)
  IEEE ICDCS Best Runner Up Poster Paper Award (2025)
  Bronze Paper Award, IEEE Seoul Section Student Paper Contest (2023)

• Journals and Top-Conferences
  Rethinking Privacy-Preserving Distributed Learning in Quantum Hilbert Spaces, IEEE Computational Intelligence Magazine, v(n):ppp-ppp, Month year. S. B. Son, J. Kim, S. Park
  Efficient Quantum Neural Architecture Search with Filtered Supernet for Mobile Learnins Systems, IEEE Transactions on Mobile Computing, v(n):ppp-ppp, Month year. S. B. Son, H. Ahn, S. Y.-C. Chen, S. Park, J. Kim
  Quantum Federated Learning with Pole-Angle Quantum Local Training and Trainable Measurement, Neural Networks (Elsevier), 187:107301, July 2025. S. Park, H. Lee, S. B. Son, S. Jung, J. Kim
  Dynamic Quantum Federated Learning for UAV-based Autonomous Surveillance, IEEE Transactions on Vehicular Technology, 74(5):8158-8170, May 2025. S. Park, S. B. Son, S. Jung, J. Kim
  Joint Delay-Sensitive and Power-Efficient Quality Control of Dynamic Video Streaming using Adaptive Super-Resolution, IEEE Transactions on Green Communications and Networking, 8(1):103-117, March 2024. M. Choi, W. J. Yun, S. B. Son, S. Park, J. Kim
  Two-Stage Architectural Fine-Tuning for Neural Architecture Search in Efficient Transfer Learning, IET Electronics Letters, 59(24):e13066, December 2023. S. Park, S. B. Son, Y. K. Lee, S. Jung, J. Kim
  Entropy-Aware Similarity for Balanced Clustering: A Case Study with Melanoma Detection, IEEE Access, 11:46892-46902, May 2023. S. B. Son, S. Park, J. Kim
  Filtered One-Shot Training for Quantum Architecture Search, ACM CIKM (2025) S. B. Son, S. Y.-C. Chen, J. Kim, S. Park
  Quantum Circuit Structure Optimization for Quantum Reinforcement Learning, IEEE QCE (2025) S. B. Son, J. Kim

• Publications (Under Review)
  Quantum-KANVAS: Kernel Alignment-based Neural Variational Architecture Search for Quantum Image Processing, IEEE Transactions on Multimedia (Review) S. B. Son, S. Oh, S. Park, S. Jung, J. Kim
  Network-Adaptive Quantum Neural Architecture Search for Mobile Systems, IEEE Communications Magazine (Review) S. B. Son, H. Ahn, S. Y.-C. Chen, K. Dev, S. Park, J. Kim
  Federated Quantum Training and Inference: State-of-the-Arts and the Road Ahead, IEEE Network (Review) S. B. Son, S. Park, M. Bennis, J. Kim
  Age-of-Information Aware Multi-Agent Reinforcement Learning for Synchronized 3D Scene Delivery with Multimodal LLM-Generated Texts, IEEE Internet of Things Journal (Review) S. B. Son, Y. K. Lee, S. Park, J. Kim
  Non-Interactive Zero-Knowledge Proofs for Verifiable Quantum Machine Learning Inference on Real Quantum Devices, IEEE Internet of Things Journal (Review) S. Lee, S. B. Son, C. Kim, J. Kim, H. P. In
  (Double Blind Review), ACM CIKM (Review) S. B. Son, S. Park, J. Kim
  (Double Blind Review), ACCV (Review) S. B. Son, S. Park, J. Kim, W. Lee
  (Double Blind Review), ACM CIKM (Review) S. Lee, C. Kim, S. B. Son, J. Kim, H. P. In
  (Double Blind Review), ACM CIKM (Review) C. Kim, S. Lee, S. B. Son, J. Kim, H. P. In

Jaehyun Chung (Ph.D. Student, 09/2023-Present), Hanwha Aerospace

• Journals and Top-Conferences
  Quantum Learning for Autonomous Aircraft Control: A Reinforcement Learning Perspective, IEEE Communications Magazine, v(n):ppp-ppp, Month Year. G. S. Kim, J. Chung, S. Park, S. Jung, T. Q. Duong, J. Kim
  Quantum Federated Aggregation using the Parameter-Shift Rule, IEEE Internet of Things Journal, 13(11):25367-25379, June 2026. J. Chung, C. Im, S. Park, J. Kim, W. Lee
  Quantum Reinforcement Learning for Joint Control, Communication, and Computing in Stabilized Reusable Space Rocket, IEEE Transactions on Aerospace and Electronic Systems, 62:3838-3863, March 2026. G. S. Kim, J. Chung, S. Jung, S. Park, J. Kim
  Quantum Multi-Agent Reinforcement Learning for Cooperative Mobile Access in Space-Air-Ground Integrated Networks, IEEE Transactions on Mobile Computing, 25(1):1200-1218, January 2026. G. S. Kim, Y. Cho, J. Chung, S. Park, S. Jung, Z. Han, J. Kim
  Correlation-Assisted Spatio-Temporal Reinforcement Learning for Stock Revenue Maximization, Experts Systems with Applications (Elsevier), 289:128361, September 2025. J. Chung, M. Kim, S. Min, H. Choi, S. Park, J. Kim
  Joint Quantum Reinforcement Learning and Stabilized Control for Spatio-Temporal Coordination in Metaverse, IEEE Transactions on Mobile Computing, 23(12):12410-12427, December 2024. S. Park, J. Chung, C. Park, S. Jung, M. Choi, S. Cho, J.  Kim
  Stabilized Robust Control for Lightweight Autonomous Aircraft Mobility: A Quantum Reinforcement Learning Approach, IEE/IFIP WiOpt (2025) G. S. Kim, J. Chung, T. Q. Duong, S. Park, J. Kim

• Publications (Under Review)
  Joint Decision Transformer and Reinforcement Learning for Robust Attacker Evasion in Autonomous Underwater Vehicle Environments, IEEE Internet of Things Journal (Review) J. Chung, H. Ahn, C. Im, B. Kang, J. Choi, Y. Yoon, J. Kim
  Joint Mobility Control and Networking for Autonomous Aircraft Cooperation: A Quantum Reinforcement Learning Approach, IEEE Transactions on Mobile Computing (Review) G. S. Kim, J. Chung, Roh, S. Jung, S. Park, T. Q. Duong, J. Kim

Emily Jimin Roh (Ph.D. Student, 03/2024-Present)

• Awards and Honors (International)
  Excellence Paper Award, 2026 KICS Winter Conference (2026)
  Bronze Paper Award, IEEE Seoul Section Student Paper Contest (2024)

• Journals and Top-Conferences
  Scale-Reconfigurable Multi-Agent Reinforcement Learning for Aerial Networks in Dynamic Environments, IEEE Transactions on Mobile Computing, v(n):ppp-ppp, Month Year. G. S. Kim, E. J. Roh, S. Jung, S. Park, J. Kim
  Quantum Jump to Connected Worlds: Paradigm Shifts in Mobility and Network Applications via Quantum Neural Networks, IEEE Network, v(n):ppp-ppp, Month Year. H. Lee, G. S. Kim, E. J. Roh, S. Jung, S. Park, T. Q. Duong, J. Kim
  Two-Stage MPC-Guided Imitation and Reinforcement Learning for Autonomous Underwater Vehicle Control in Dynamic Obstacle Environments, IEEE Access (IEEE Vehicular Technology Society Section), 14:99636-99648, July 2026. S. Kim, E. J. Roh, I. Song, J. Kwon, S. Kwon, Y. Kim, J. Kim
  Fourier Analysis Perspective on Quantum Neural Networks, Communications Physics (Nature), 9:176, May 2026. S. Oh, E. J. Roh, A. Vasilakos, S. Park, J. Kim
  Joint Scalable Quantum Convolutional Neural Network and Reverse-Fidelity Training for High-Accurate Recognition in Unmanned Aerial Vehicle Surveillance, The Journal of Supercomputing (Springer), 81(16):1495, October 2025. E. J. Roh, J. Kim, S. Jung, S. Park
  Stabilized Classification Control using Multi-Stage Quantum Convolutional Neural Networks for Autonomous Driving, IEEE/KICS Journal of Communications and Networks, 27(4):264-272, August 2025. E. J. Roh, S. Park, S. Jung, J. Kim
  Quantum-Eyes: Scalable Quantum Convolutional Neural Networks for Low-Overhead Object Detection, IEEE Computational Intelligence Magazine, 20(3):63-74, August 2025. J. Kim, E. J. Roh, C. Im, S. Park
  Fast Quantum Convolutional Neural Networks for Low-Complexity Object Detection in Autonomous Driving Applications, IEEE Transactions on Mobile Computing, 24(2):1031-1042, February 2025. E. J. Roh, H. Baek, D. Kim, J. Kim
  Hybrid Quantum-Classical 3D Object Detection using Multi-Channel Quantum Convolutional Neural Network, The Journal of Supercomputing (Springer), 81(3):455, February 2025. E. J. Roh, J. Y. Shim. J. Kim, S. Park
  Quantum-Amplitude Embedded Adaptation for Parameter-Efficient Fine-Tuning in Large Language Models, ACM CIKM (2025) E. J. Roh, J. Kim

• Publications (Under Review)
  Multi-Channel Hybrid Quantum-Classical Convolutional Neural Networks for Advanced Image Processing Tasks, IEEE Transactions on Multimedia (Review) E. J. Roh, H. Baek, S. Park, J. Kim
  Energy-Aware Waypoint-Based AUV Control in Dynamic Obstacle Fields via Graph Transformer Policy Optimization, IEEE Transactions on Mobile Computing (Review) E. J. Roh, J. Lee, I. Song, J. Kwon, S. Kwon, Y. Kim, J. Kim
  Quantum Parameter-Efficient Fine-Tuning for GPT-Assisted Internet-of-Things Applications, IEEE Transactions on Mobile Computing (Review) E. J. Roh, H. Ahn, J. Kim
  Adaptive Heading Control for Waypoint-Based AUV Navigation Using Contextual Scene Transformer Policy Optimization, IEEE Internet of Things Journal (Review) E. J. Roh, J. Lee, I. Song, J. Kwon, S. Kwon, Y. Kim, J. Kim
  Cost-Aware Agentic Retrieval-Augmented Generation for Energy-Constrained Aerial Routing, IEEE Internet of Things Journal (Review) H. Ahn, E. J. Roh, S. Park, S. Jung, Z. Han, J. Kim
  Expoentially Scalable Quantum Reinforcement Learning for Large-Scale Network Scheduling, IEEE Internet of Things Journal (Review) G. S. Kim, E. J. Roh, S. Park, J. Kim
  Noise-Aware Adaptive Teleportation-Aided Quantum Split Federated Learning: A Stackelberg Game Theory Approach, IEEE Transactions on Networking (Review) C. Im, E. J. Roh, S. Park, J. Kim, W. Lee
  (Double Blind Review), NeurIPS (Review) E. J. Roh, H. Ahn, H. Lee, et al.
  (Double Blind Review), EMNLP (Review) E. J. Roh, H. Ahn, et al.  
  (Double Blind Review), ACM CIKM (Review) E. J. Roh, H. Ahn, et al.  
  (Double Blind Review), NeurIPS (Review) H. Ahn, E. J. Roh, et al.v
  (Double Blind Review), EMNLP (Review) H. Ahn, E. J. Roh, et al.
  (Double Blind Review), ACM CIKM (Review) H. Ahn, E. J. Roh, et al.

Seungcheol Oh (Ph.D. Student, 03/2025-Present) [Website]

• Journals and Top-Conferences
  Fourier Analysis Perspective on Quantum Neural Networks, Communications Physics (Nature), 9:176, May 2026. S. Oh, E. J. Roh, A. Vasilakos, S. Park, J. Kim
  Understanding Qubit Trajectories in Parametrized Quantum Circuits, Physical Review A, 113:022609, February 2026. S. Oh, C. Im, S. Park, J. Kim
  Coordinated Descent for Multi-Angle QAOA, IEEE QCE (2026) D. Kim, S. Oh, Y. P. Hong, J. Kim
  Hallucination-Aware Generative Pretrained Transformer for Cooperative Aerial Mobility Control, IEEE GLOBECOM (2025) H. Ahn, S. Oh, G. S. Kim,S. Jung, S. Park, J. Kim

• Publications (Under Review)
  Quantum Physics-Informed Neural Networks for Combating Spectral Bias: Theory and Applications to Communications, IEEE Communications Magazine (Review) S. Oh, S. Kim, J. Kim
  Multi-Channel Feature Extraction for Data-Reuploading Quantum Neural Networks, Physical Review Applied (Review) S. Oh, C. Im, S. Park, J. Kim
  Geometric and Lie-Algebraic Analysis of Expressivity and Barren Plateaus in Data-Reuploading Parameterized Quantum Circuits, Physical Review A (Review) S. Oh, C. Im, S. Park, J. Kim
  Stabilized Multi-Agent Transformer for Carbon-Neutral Task Offloading in Satellite-Ground Integrated Networks, IEEE Internet of Things Journal (Review) H. Lee, M. Lee, S. Oh, S. Jung, J. Kim
  Traffic-Aware AP Clustering and Energy-Efficient Uplink Power Control for Pilot-Contaminated CF-MIMO Systems, IEEE Internet of Things Journal (Review) S. Oh, A. Ahmadian, S.-L. Kim, J. Kim
  Quantum-KANVAS: Kernel Alignment-based Neural Variational Architecture Search for Quantum Image Processing, IEEE Transactions on Multimedia (Review) S. B. Son, S. Oh, S. Park, S. Jung, J. Kim
  Multi-Agent Transformer for Computation-Efficient User Scheduling in Cell-Free IoT Networks, IEEE Internet of Things Journal (Review) Minji Lee, Seungcheol Oh, Soohyun Park, Soyi Jung, Joongheon Kim
  Hallucination-Aware Hierarchical LLM for Autonomous UAV Mobility Control: A Safe Reinforcement Learning Approach, IEEE Transactions on Networking (Review) H. Ahn, S. Oh, G. S. Kim, S. Park, S. Jung, J. Kim
  A Survey on AI Methods for Energy-Efficient Cell-Free MIMO Networks, ICT Express (Review) M. Lee, S. Oh, J. Kim, S. Park
  Toward Quantum Combinatorial Optimization: From QAOA Fundamentals to Industrial Deployment, IEEE Nanotechnology Magazine (Review) Y. P. Hong, J. Gil, D. Kim, S. Oh, B. S. Kim, J. Kim
  Pauli-Space Spectral Response of Data-Encoding Quantum Circuits under Local Noise, Physical Review A (Review) J. Lee, S. Oh, J. Kim
  (Double Blind Review), NeurIPS (Review) S. Oh, C. Im, D. Kim, S. Park, V. Aggarwal, M. Heidari, J. Kim
  (Double Blind Review), ACM CIKM (Review) S. Oh, C. Im, S. Park, V. Aggarwal, J. Kim
  (Double Blind Review), ACCV (Review) S. Oh, C. Im, S. Park, J. Kim
  (Double Blind Review), ACM CIKM (Review) D. Kim, S. Oh, Y. P. Hong, J. Kim
  (Double Blind Review), NeurIPS (Review) C. Im, S. Oh, J. Kim, S. Park

Minji Lee (Ph.D. Student, 09/2025-Present)

• Awards and Honors (International)
  Young Scientist Award, IEICE ICSANE (2025)

• Journals and Top-Conferences
  TBD

• Publications (Under Review)
  Multi-Agent Transformer for Computation-Efficient User Scheduling in Cell-Free IoT Networks, IEEE Internet of Things Journal (Review) Minji Lee, Seungcheol Oh, Soohyun Park, Soyi Jung, Joongheon Kim
  MAPPO-Based AP-UE Association Optimization in Cell-Free Massive MIMO Networks with Mobile Users, IEICE Transactions on Communications (Review) M. Lee, J. Kim
  Stabilized Multi-Agent Transformer for Carbon-Neutral Task Offloading in Satellite-Ground Integrated Networks, IEEE Internet of Things Journal (Review) H. Lee, M. Lee, S. Oh, S. Jung, J. Kim
  A Survey on AI Methods for Energy-Efficient Cell-Free MIMO Networks, ICT Express (Review) M. Lee, S. Oh, J. Kim, S. Park
  Transformer Methods for Autonomous Mobility Systems, ACM Computing Surveys (Review) Y. Cho, M. Lee, C. Im, H. Lee, S. Park, S. Jung, T. Quek, Z. Han, J. Kim

Jioh Lee (Ph.D. Student, 03/2026-Present)

• Awards and Honors (International)
  TBD

• Journals and Top-Conferences
  TBD

• Publications (Under Review)
  Pauli-Space Spectral Response of Data-Encoding Quantum Circuits under Local Noise, Physical Review A (Review) J. Lee, S. Oh, J. Kim
  Energy-Aware Waypoint-Based AUV Control in Dynamic Obstacle Fields via Graph Transformer Policy Optimization, IEEE Transactions on Mobile Computing (Review) E. J. Roh, J. Lee, I. Song, J. Kwon, S. Kwon, Y. Kim, J. Kim
  Adaptive Heading Control for Waypoint-Based AUV Navigation Using Contextual Scene Transformer Policy Optimization, IEEE Internet of Things Journal (Review) E. J. Roh, J. Lee, I. Song, J. Kwon, S. Kwon, Y. Kim, J. Kim
  (Double Blind Review), ACM CIKM (2026) J. Lee, S. W. Yoon, J. Kim

Hoyeong Lee (Ph.D. Student, 03/2026-Present)

• Awards and Honors (International)
  TBD

• Journals and Top-Conferences
  AQuA-Cache: Agentic Quantum-AI for LLM-Guided Model Selection in Large-Scale Short-Form Video Services, IEEE QCE (2026) H. Ahn, H. Lee, S. Park, S. Jung, M. Choi, K. Bian, J. Kim

• Publications (Under Review)
  Quantum Multi-Agent Reinforcement Learning for Carbon-Aware Networked AI Data Centers with Distributed Energy Resources, IEEE Journal of Special Topics in Signal Processing (Review) H. Lee, D.-H. Choi, J. Kim
  Quantum Reinforcement Learning for Autonomous Multi-Drug Infusion Control in Anesthesia, TBD (Review) H. Lee, H. Ahn, S. Park, H.-C. Lee, J. Kim
  (Double Blind Review), IEEE Transactions on Industrial Informatics (Review) G. S. Kim, H. Lee, S. Park, S. Jung, Z. Han, J. Kim
  Transformer Methods for Autonomous Mobility Systems, ACM Computing Surveys (Review) Y. Cho, M. Lee, C. Im, H. Lee, S. Park, S. Jung, T. Quek, Z. Han, J. Kim
  AQuA-Cache: Agentic Quantum-AI for LLM-Guided Content Caching in Large-Scale Short-Form Video, IEEE Transactions on Mobile Computing (Review) H. Ahn, H. Lee, S. Park, S. Jung, M. Choi, K. Bian, J. Kim
  Living on the Quantum Edge: Agentic Quantum AI for Mobile Networks, IEEE Communications Magazine (Review) H. Ahn, H. Lee, S. Jung, M. Bennis, S. Park, J. Kim
  Transformer-based Offline Reinforcement Learning for Intelligent Torpedo Evasion in Autonomous Underwater Vehicles, IEEE Access (IEEE Vehicular Technology Society Section) (Review) H. Ahn, H. Lee, B. Kang, J. Choi, Y. Yoon, J. Kim
  Concepts and Trends in Quantum Processing Units: Technology Discussions and Strategies, IEEE Nanotechnology Magazine (Review) Jungkyu Park, Hoyeong Lee, Hyojun Ahn, Joongheon Kim
  (Double Blind Review), ACM CIKM (2026) H. Lee, H. Ahn, S. Park, W. Saad, H.-C. Lee, J. Kim
  AQuA-Cache: Agentic Quantum-AI for LLM-Guided Model Selection in Large-Scale Short-Form Video Services, IEEE QCE (2026) H. Ahn, H. Lee, S. Park, S. Jung, M. Choi, K. Bian, J. Kim
  (Double Blind Review), NeurIPS (Review) E. J. Roh, H. Ahn, H. Lee, et al.

Hyojun Ahn (M.S. Student, 03/2025-Present)

• Awards and Honors (International)
  Bronze Paper Award, IEEE Seoul Section Student Paper Contest (2025)

• Journals and Top-Conferences
  Efficient Quantum Neural Architecture Search with Filtered Supernet for Mobile Learnins Systems, IEEE Transactions on Mobile Computing, v(n):ppp-ppp, Month Year. S. B. Son, H. Ahn, S. Y.-C. Chen, S. Park, J. Kim
  Hybrid Large Language Model and Reinforcement Learning for Energy-Efficient Multisatellite Scheduling: Boosting the Performance from Scratch, IEEE Internet of Things Journal, 13(3):5379-5392, February 2026. H. Ahn, G. S. Kim, I.-S. Cho, S. Jung, J. Kim
  AQuA-Cache: Agentic Quantum-AI for LLM-Guided Model Selection in Large-Scale Short-Form Video Services, IEEE QCE (2026) H. Ahn, H. Lee, S. Park, S. Jung, M. Choi, K. Bian, J. Kim
  Hallucination-Aware Generative Pretrained Transformer for Cooperative Aerial Mobility Control, IEEE GLOBECOM (2025) H. Ahn, S. Oh, G. S. Kim,S. Jung, S. Park, J. Kim

• Publications (Under Review)
  Hallucination-Aware Hierarchical LLM for Autonomous UAV Mobility Control: A Safe Reinforcement Learning Approach, IEEE Transactions on Networking (Review) H. Ahn, S. Oh, G. S. Kim, S. Park, S. Jung, J. Kim
  Streamable Quantum Edge: Joint Global Quantum Caching and Distributed Streaming for Over-the-Top Media Services, IEEE Journal on Selected Areas in Communications (Review) H. Ahn, J. Heo, S. Park, Z. Han, J. Kim
  AQuA-Cache: Agentic Quantum-AI for LLM-Guided Content Caching in Large-Scale Short-Form Video, IEEE Transactions on Mobile Computing (Review) H. Ahn, H. Lee, S. Park, S. Jung, M. Choi, K. Bian, J. Kim
  Living on the Quantum Edge: Agentic Quantum AI for Mobile Networks, IEEE Communications Magazine (Review) H. Ahn, H. Lee, S. Jung, M. Bennis, S. Park, J. Kim
  Cost-Aware Agentic Retrieval-Augmented Generation for Energy-Constrained Aerial Routing, IEEE Internet of Things Journal (Review) H. Ahn, E. J. Roh, S. Park, S. Jung, Z. Han, J. Kim
  Transformer-based Offline Reinforcement Learning for Intelligent Torpedo Evasion in Autonomous Underwater Vehicles, IEEE Access (IEEE Vehicular Technology Society Section) (Review) H. Ahn, H. Lee, B. Kang, J. Choi, Y. Yoon, J. Kim
  Joint Decision Transformer and Reinforcement Learning for Robust Attacker Evasion in Autonomous Underwater Vehicle Environments, IEEE Internet of Things Journal (Review) J. Chung, H. Ahn, C. Im, B. Kang, J. Choi, Y. Yoon, J. Kim
  Quantum Reinforcement Learning for Carbon-Aware Energy-Efficient Air Traffic Control, IEEE Transactions on Aerospace and Electronic Systems (Review) G. S. Kim, H. Ahn, Z. Han, J. Kim
  Quantum Reinforcement Learning for Autonomous Multi-Drug Infusion Control in Anesthesia, TBD (Review) H. Lee, H. Ahn, S. Park, H.-C. Lee, J. Kim
  Quantum Parameter-Efficient Fine-Tuning for GPT-Assisted Internet-of-Things Applications, IEEE Transactions on Mobile Computing (Review) E. J. Roh, H. Ahn, J. Kim
  Network-Adaptive Quantum Neural Architecture Search for Mobile Systems, IEEE Communications Magazine (Review) S. B. Son, H. Ahn, S. Y.-C. Chen, K. Dev, S. Park, J. Kim
  Concepts and Trends in Quantum Processing Units: Technology Discussions and Strategies, IEEE Nanotechnology Magazine (Review) Jungkyu Park, Hoyeong Lee, Hyojun Ahn, Joongheon Kim
  (Double Blind Review), NeurIPS (Review) H. Ahn, E. J. Roh, et al.
  (Double Blind Review), NAACL (Review) H. Ahn, E. J. Roh, et al.
  (Double Blind Review), ACM CIKM (Review) H. Ahn, E. J. Roh, S. Park, W. Saad, H.-C. Lee, J. Kim
  (Double Blind Review), EMNLP (Review) E. J. Roh, H. Ahn, et al. 
  (Double Blind Review), ACM CIKM (Review) H. Lee, H. Ahn, S. Park, W. Saad, H.-C. Lee, J. Kim
  (Double Blind Review), ACM CIKM (Review) E. J. Roh, H. Ahn, et al. 
  (Double Blind Review), NeurIPS (Review) E. J. Roh, H. Ahn, H. Lee, et al.

Hojun Kim (M.S. Student, 03/2026-Present), Department of Defense Convergence Technology (LIG Nex1)

• Awards and Honors (International)
  TBD

• Journals and Top-Conferences
  TBD

• Publications (Under Review)
  TBD

Junseo Min (M.S. Student, 03/2026-Present), Department of Defense Convergence Technology (LIG Nex1)

• Awards and Honors (International)
  TBD

• Journals and Top-Conferences
  TBD

• Publications (Under Review)
  Joint Kinematics Capability Estimation and Control Barrier Function Safety Filtering for Energy-Aware Bottleneck Negotiation in Robot Navigation, IEEE Internet of Things Journal (Review) J. Min, S. Park, S. Jung, J. Kim
  GRIT: Global-Residual Interaction-Aware Hierarchical Transformer for Multimodal End-to-End Autonomous Driving, IEEE Transactions on Vehicular Technology (Review) Y. Cho, J. Min, H. Park, S. Park, J. Kim
  Transformer-based Decision-Making for Autonomous Mobility Paradigm Transformation, IEEE Vehicular Technology Magazine (Review) Y. Cho, J. Min, C. Im, S. Park, J. Kim

Seihun Kim (M.S. Student, 03/2026-Present), Department of Defense Convergence Technology (LIG Nex1)

• Awards and Honors (International)
  TBD

• Journals and Top-Conferences
  Two-Stage MPC-Guided Imitation and Reinforcement Learning for Autonomous Underwater Vehicle Control in Dynamic Obstacle Environments, IEEE Access (IEEE Vehicular Technology Society Section), 14:99636-99648, July 2026. S. Kim, E. J. Roh, I. Song, J. Kwon, S. Kwon, Y. Kim, J. Kim
  Current-Inference Transformer Policies for Robust AUV Navigation from World Feedback, ICML Workshop on Reinforcement Learning from World Feedback (2026) S. Kim, J. Kim

• Publications (Under Review)
  Current-Inference Transformer-Guided Observer-MPC for Autonomous Underwater Vehicle Navigation from World Feedback, IEEE Internet of Things Journal (Review) S. Kim, S. Jung, J. Kim
  Quantum Physics-Informed Neural Networks for Combating Spectral Bias: Theory and Applications to Communications, IEEE Communications Magazine (Review) S. Oh, S. Kim, J. Kim
  (Double Blind Review), ACM CIKM (Review) S. Kim, J. Kim

Dongwon Hwang (M.S. Student, 09/2026-Present)

• Awards and Honors (International)
  TBD

• Journals and Top-Conferences
  TBD

• Publications (Under Review)
  TBD

Kwanghoon Seok (M.S. Student, 03/2027-Present)

• Awards and Honors (International)
  TBD

• Journals and Top-Conferences
  TBD

• Publications (Under Review)
  TBD

Daeyeun Kim (Researcher, Summer 2025-Present), M.S. Alumni @ University of Cambridge, United Kingdom

• Journals and Top-Conferences
  Coordinated Descent for Multi-Angle QAOA, IEEE QCE (2026) D. Kim, S. Oh, Y. P. Hong, J. Kim

• Publications (Under Review)
  Toward Quantum Combinatorial Optimization: From QAOA Fundamentals to Industrial Deployment, IEEE Nanotechnology Magazine (Review) Y. P. Hong, J. Gil, D. Kim, S. Oh, B. S. Kim, J. Kim
  (Double Blind Review), ACM CIKM (Review) D. Kim, S. Oh, Y. P. Hong, J. Kim
  (Double Blind Review), NeurIPS (Review) S. Oh, C. Im, D. Kim, S. Park, V. Aggarwal, M. Heidari, J. Kim

Donggun Lee (Researcher, 04/2026-Present), Undergraduate Student @ The University of Michigan, Ann Arbor, MI, USA

• Journals and Top-Conferences
  TBD

• Publications (Under Review)
  TBD

Who?