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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...
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07/10/2023
HistRED: A Historical Document-Level Relation Extraction Dataset
Despite the extensive applications of relation extraction (RE) tasks in ...
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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 ...
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10/21/2022
Bayesian deep learning framework for uncertainty quantification in high dimensions
We develop a novel deep learning method for uncertainty quantification i...
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10/04/2022
Age-of-Information Aware Contents Caching and Distribution for Connected Vehicles
To support rapid and accurate autonomous driving services, road environm...
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06/05/2022
Search Space Adaptation for Differentiable Neural Architecture Search in Image Classification
As deep neural networks achieve unprecedented performance in various tas...
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04/29/2022
AoI-Aware Markov Decision Policies for Caching
We consider a scenario that utilizes road side units (RSUs) as distribut...
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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...
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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...
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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...
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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...
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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 ...
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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...
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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 ...
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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...
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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...
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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...
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07/20/2018
Bi-Directional Cooperative NOMA without Full CSIT
In this paper, we propose bi-directional cooperative non-orthogonal mult...
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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...
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06/05/2018