Optimal Task Offloading with Deep Q-Network for Edge-Cloud Computing Environment. - Ihsan Ullah 004; Hyun-Kyo Lim; Yeong-Jun Seok; Youn-Hee Han (ICTC, 2022)

Optimizing task offloading and resource allocation in edge-cloud networks: a DRL approach. - Ihsan Ullah 004; Hyun-Kyo Lim; Yeong-Jun Seok; Youn-Hee Han (J. Cloud Comput., 2023)

Graph-Powered Reinforcement Learning for Intelligent Task Offloading in Vehicular Networks. - Ihsan Ullah 004; Hyun-Kyo Lim; Yeong-Jun Seok; Naeem Ul Islam; Chang-Hun Ji; Youn-Hee Han (ICAIIC, 2024)

Accelerating Convergence in Distributed Reinforcement Learning via Asynchronous PPO. - Asel Nurlanbek Kyzy; Chang-Hun Ji; Yohan Choi; Yeong-Jun Seok; Ihsan Ullah 004; Youn-Hee Han (ICAIIC, 2025)

Deep Reinforcement Learning-Driven Optimization of End-to-End Key Provision in QKD Systems. - Yeong-Jun Seok; Ju-Bong Kim; Youn-Hee Han; Hyun-Kyo Lim; Chankyun Lee; Wonhyuk Lee (J. Netw. Syst. Manag., 2025)