97 citations · 176 across the 21 of their papers we have counts for
21 papers
Online-Score-Aided Federated Learning for Resource-Constrained Wireless Clients with Continual Data Arrival
Ferdous Pervej, Minseok Choi, Andreas F. Molisch
Heterogeneous system configurations of distributed clients connected to the central server (CS) via a time-varying wireless network pose significant challenges for popular distribu…
Two Tales of Platoon Intelligence for Autonomous Mobility Control: Enabling Deep Learning Recipes
Soohyun Park, Haemin Lee, Chanyoung Park +3
This paper presents the deep learning-based recent achievements to resolve the problem of autonomous mobility control and efficient resource management of autonomous vehicles and U…
SplitGP: Achieving Both Generalization and Personalization in Federated Learning
Dong-Jun Han, Do-Yeon Kim, Minseok Choi +2
A fundamental challenge to providing edge-AI services is the need for a machine learning (ML) model that achieves personalization (i.e., to individual clients) and generalization (…
Age-of-Information Aware Contents Caching and Distribution for Connected Vehicles
Soohyun Park, Chanyoung Park, Soyi Jung +2
To support rapid and accurate autonomous driving services, road environment information, which is difficult to obtain through vehicle sensors themselves, is collected and utilized…
Search Space Adaptation for Differentiable Neural Architecture Search in Image Classification
Youngkee Kim, Soyi Jung, Minseok Choi +1
As deep neural networks achieve unprecedented performance in various tasks, neural architecture search (NAS), a research field for designing neural network architectures with autom…
AoI-Aware Markov Decision Policies for Caching
Soohyun Park, Soyi Jung, Minseok Choi +1
We consider a scenario that utilizes road side units (RSUs) as distributed caches in connected vehicular networks. The goal of the use of caches in our scenario is for rapidly prov…
SWIPT-enabled NOMA in Distributed Antenna System with Imperfect Channel State Information for Max-Sum-Rate and Max-Min Fairness
Dongjae Kim, Minseok Choi, Dong-Wook Seo
Motivated by the fact that the data rate of non-orthogonal multiple access (NOMA) can be greatly increased with the help of the distributed antenna system (DAS), we presents a fram…
Quantum Distributed Deep Learning Architectures: Models, Discussions, and Applications
Yunseok Kwak, Won Joon Yun, Jae Pyoung Kim +4
Although deep learning (DL) has already become a state-of-the-art technology for various data processing tasks, data security and computational overload problems often arise due to…
Impacts of Device Caching of Content Fractions on Expected Content Quality
Dongjae Kim, Minseok Choi
This paper explores caching of fractions of a video content, not caching of an entire content, to increase the expected video quality. We first show that the highest-quality conten…
Quality-Aware Deep Reinforcement Learning for Streaming in Infrastructure-Assisted Connected Vehicles
Won Joon Yun, Dohyun Kwon, Minseok Choi +3
This paper proposes a deep reinforcement learning-based video streaming scheme for mobility-aware vehicular networks, e.g., vehicles on the highway. We consider infrastructure-assi…
Delay-Sensitive and Power-Efficient Quality Control of Dynamic Video Streaming using Adaptive Super-Resolution
Minseok Choi, Won Joon Yun, Joongheon Kim
In a decade, the adaptive quality control of video streaming and the super-resolution (SR) technique have been deeply explored. As edge devices improved to have exceptional process…
Joint Mobile Charging and Coverage-Time Extension for Unmanned Aerial Vehicles
Soohyun Park, Won-Yong Shin, Minseok Choi +1
In modern networks, the use of drones as mobile base stations (MBSs) has been discussed for coverage flexibility. However, the realization of drone-based networks raises several is…
Cache Allocations for Consecutive Requests of Categorized Contents: Service Provider's Perspective
Minseok Choi, Andreas F. Molisch, Dong-Jun Han +2
In wireless caching networks, a user generally has a concrete purpose of consuming contents in a certain preferred category, and requests multiple contents in sequence. While most…
Joint Distributed Link Scheduling and Power Allocation for Content Delivery in Wireless Caching Networks
Minseok Choi, Andreas F. Molisch, Joongheon Kim
In wireless caching networks, the design of the content delivery method must consider random user requests, caching states, network topology, and interference management. In this p…
Markov Decision Policies for Dynamic Video Delivery in Wireless Caching Networks
Minseok Choi, Albert No, Mingyue Ji +1
This paper proposes a video delivery strategy for dynamic streaming services which maximizes time-average streaming quality under a playback delay constraint in wireless caching ne…
Blind Signal Classification Analysis and Impact on User Scheduling and Power Allocation in Nonorthogonal Multiple Access
Minseok Choi, Joongheon Kim
For a massive number of devices, nonorthogonal multiple access (NOMA) has been recognized as a promising technology for improving the spectral efficiency compared to orthogonal mul…
Bi-Directional Cooperative NOMA without Full CSIT
Minseok Choi, Dong-Jun Han, Jaekyun Moon
In this paper, we propose bi-directional cooperative non-orthogonal multiple access (NOMA). Compared to conventional NOMA, the main contributions of bi-directional cooperative NOMA…
Blind Signal Classification for Non-Orthogonal Multiple Access in Vehicular Networks
Minseok Choi, Daejung Yoon, Joongheon Kim
For downlink multiple-user (MU) transmission based on non-orthogonal multiple access (NOMA), the advanced receiver strategy is required to cancel the inter-user interference, e.g.,…
Dynamic Power Allocation and User Scheduling for Power-Efficient and Low-Latency Communications
Minseok Choi, Joongheon Kim, Jaekyun Moon
In this paper, we propose a joint dynamic power control and user pairing algorithm for power-efficient and low-latency hybrid multiple access systems. In a hybrid multiple access s…
Wireless Video Caching and Dynamic Streaming under Differentiated Quality Requirements
Minseok Choi, Joongheon Kim, Jaekyun Moon
This paper considers one-hop device-to-device (D2D)-assisted wireless caching networks that cache video files of varying quality levels, with the assumption that the base station c…
NOMA in Distributed Antenna System for Max-Min Fairness and Max-Sum-Rate
Dong-Jun Han, Minseok Choi, Jaekyun Moon
Distributed antenna system (DAS) has been deployed for over a decade. DAS has advantages in capacity especially for the cell edge users, in both single-cell and multi-cell environm…