Minseok Choi | DeepAI

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∙ 07/19/2023

Two Tales of Platoon Intelligence for Autonomous Mobility Control: Enabling Deep Learning Recipes

This paper presents the deep learning-based recent achievements to resol...

0 Soohyun Park, et al. ∙

∙ 07/10/2023

HistRED: A Historical Document-Level Relation Extraction Dataset

Despite the extensive applications of relation extraction (RE) tasks in ...

0 Soyoung Yang, et al. ∙

∙ 12/16/2022

SplitGP: Achieving Both Generalization and Personalization in Federated Learning

A fundamental challenge to providing edge-AI services is the need for a ...

0 Dong-Jun Han, et al. ∙

∙ 10/21/2022

Bayesian deep learning framework for uncertainty quantification in high dimensions

We develop a novel deep learning method for uncertainty quantification i...

0 Jeahan Jung, et al. ∙

∙ 10/04/2022

Age-of-Information Aware Contents Caching and Distribution for Connected Vehicles

To support rapid and accurate autonomous driving services, road environm...

0 Soohyun Park, et al. ∙

∙ 06/05/2022

Search Space Adaptation for Differentiable Neural Architecture Search in Image Classification

As deep neural networks achieve unprecedented performance in various tas...

0 Youngkee Kim, et al. ∙

∙ 04/29/2022

AoI-Aware Markov Decision Policies for Caching

We consider a scenario that utilizes road side units (RSUs) as distribut...

0 Soohyun Park, et al. ∙

∙ 03/18/2022

SWIPT-enabled NOMA in Distributed Antenna System with Imperfect Channel State Information for Max-Sum-Rate and Max-Min Fairness

Motivated by the fact that the data rate of non-orthogonal multiple acce...

0 Dongjae Kim, et al. ∙

∙ 02/19/2022

Quantum Distributed Deep Learning Architectures: Models, Discussions, and Applications

Although deep learning (DL) has already become a state-of-the-art techno...

0 Yunseok Kwak, et al. ∙

∙ 10/13/2021

Impacts of Device Caching of Content Fractions on Expected Content Quality

This paper explores caching of fractions of a video content, not caching...

0 Dongjae Kim, et al. ∙

∙ 10/12/2021

Delay-Sensitive and Power-Efficient Quality Control of Dynamic Video Streaming using Adaptive Super-Resolution

In a decade, the adaptive quality control of video streaming and the sup...

0 Minseok Choi, et al. ∙

∙ 10/12/2021

Quality-Aware Deep Reinforcement Learning for Streaming in Infrastructure-Assisted Connected Vehicles

This paper proposes a deep reinforcement learning-based video streaming ...

0 Won Joon Yun, et al. ∙

∙ 01/29/2020

Cache Allocations for Consecutive Requests of Categorized Contents: Service Provider's Perspective

In wireless caching networks, a user generally has a concrete purpose of...

0 Minseok Choi, et al. ∙

∙ 11/29/2019

Joint Distributed Link Scheduling and Power Allocation for Content Delivery in Wireless Caching Networks

In wireless caching networks, the design of the content delivery method ...

0 Minseok Choi, et al. ∙

∙ 02/28/2019

Markov Decision Policies for Dynamic Video Delivery in Wireless Caching Networks

This paper proposes a video delivery strategy for dynamic streaming serv...

0 Minseok Choi, et al. ∙

∙ 02/06/2019

Blind Signal Classification Analysis and Impact on User Scheduling and Power Allocation in Nonorthogonal Multiple Access

For a massive number of devices, nonorthogonal multiple access (NOMA) ha...

0 Minseok Choi, et al. ∙

∙ 07/20/2018

Blind Signal Classification for Non-Orthogonal Multiple Access in Internet-of-Things Networks

For downlink multiple-user (MU) transmission based on non-orthogonal mul...

0 Minseok Choi, et al. ∙

∙ 07/20/2018

Bi-Directional Cooperative NOMA without Full CSIT

In this paper, we propose bi-directional cooperative non-orthogonal mult...

0 Minseok Choi, et al. ∙

∙ 06/29/2018

Dynamic Power Allocation and User Scheduling for Power-Efficient and Low-Latency Communications

In this paper, we propose a joint dynamic power control and user pairing...

0 Minseok Choi, et al. ∙

∙ 06/05/2018

Wireless Video Caching and Dynamic Streaming under Differentiated Quality Requirements

This paper considers one-hop device-to-device (D2D)-assisted wireless ca...

0 Minseok Choi, et al. ∙

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