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초록보기

Semantic communication shifts the focus from bit-level accuracy to task-relevant meaning. However, most methods assume equal importance across semantic units and rely on costly retraining, limiting scalability. This work proposes an importance-aware framework that accounts for unequal feature contributions. It introduces a new metric, importance-weighted semantic spectral efficiency (wSSE), to prioritize task-relevant features. It develops an empirically derived feature-accuracy matrix, inspired by saturation behavior. The framework enables importance-aware feature selection and subchannel allocation without online learning. This framework targets resource-constrained edge systems such as IoT cameras, UAV detection, and AR/VR. Experiments show up to 73.3% higher efficiency under constrained resources.

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기사명 저자명 페이지 원문 목차
Feature-importance-aware transmission control in semantic communications Seonghun Hong, Donghyun Lee, Dongwook Won, Wonjong Noh, Sungrae Cho p. 1015-1020
Bridging KAN and MLP : MJKAN, a hybrid architecture with both efficiency and expressiveness Hanseon Joo, Hayoung Choi, Ook Lee, Minjong Cheon p. 1021-1025
Machine learning and deep learning in FSO communication : a comprehensive survey Al-Imran, Mostafa Zaman Chowdhury, Rafat Bin Mofidul, Yeong Min Jang p. 1026-1046
Hybrid CNN-swin transformer denoising network for channel estimation in Optical IRS-assisted indoor MIMO VLC system Rafat Bin Mofidul, Al Imran, Md. Shahriar Nazim, Yeong Min Jang p. 1047-1053
Reasoning beyond limits : advances and open problems for LLMs Mohamed Amine Ferrag, Norbert Tihanyi, Merouane Debbah p. 1054-1096
Early time-series classification with SPRT and normalizing flow Jun Hee Jo, Kae Won Choi p. 1097-1102
Beamforming for beam-squint effect mitigation in LEO satellite communication systems Jung Hoon Lee, Pansoo Kim, Jae-Young Lee, Kyungrak Son p. 1103-1109
Machine learning models in web applications : a comprehensive review Kshiteesh Mani, Ajitha K.B. Shenoy p. 1110-1119
SCA-based energy-efficient design of UAV-RIS-assisted NTN systems with joint trajectory and beamforming optimization Seungseok Sin, Sangmi Moon, Cheol Hong Kim, Intae Hwang p. 1120-1126
Imbalanced classification with label noise : a systematic review and comparative analysis Faria Brishti, Fan Zhang, Sameeruddin Mohammed, Ling Bai, Fan Wu, Baiyun Chen p. 1127-1145
(A) deep reinforcement learning-based bandwidth demand-oriented routing in software-defined networking Guang-Jhe Lin, Cheng-Feng Hung, Chih-Heng Ke p. 1146-1151
Lightweight YOLO-based real-time fall detection using feature map-level knowledge distillation Eunho Jung, Dukyun Nam p. 1152-1161
Deep learning-based pilot-free channel estimation of UAV-FSO system using variational auto-encoder Yamuna Tumma, Mahesh Miriyala p. 1162-1166
Placement optimization of multiple UAVs for energy-efficient maximal user coverage Chen Zhang, Xiang Gui, Gourab Sen Gupta, Syed Faraz Hasan p. 1167-1172
UAV-based vehicle detection and tracking in urban environments using multi-task CNN and deep reinforcement learning Chae-Won Park, Ji-Hye Lim, Seung-Jun Lee, Keum-Seong Nam, Qin Yang, Sang-Jo Yoo p. 1173-1180
Fine-tuning deep neural network for saliency prediction in movie poster documents Kristian Adi Nugraha, Igi Ardiyanto, Sunu Wibirama p. 1181-1185
RIS-assisted UAV communications : a review of system models, frameworks and outage performance Saddaf Rubab, Ghulam E Mustafa Abro, Hifza Mustafa, Saad Khan Baloch, Sufyan Ali Memon, Nasir Saeed p. 1186-1199
(A) comprehensive review of explainable AI in cybersecurity : decoding the black box Anshika Sharma, Shalli Rani, Mohammad Shabaz p. 1200-1219
Efficient RGBW remosaicing using local interpolation and global refinement Sanga Park, An Gia Vien, Chul Lee p. 1220-1225
Graph neural networks for minimizing worst-case outage probability in dense spectrum-sharing networks Liang Han, Xiaosen Shi, Tingting Lu p. 1226-1231
Advancements in neural network acceleration : a comprehensive review Yu-Hao Liu, Yu-Chun Chang, Yan-Hua Ma p. 1232-1256
PROPER : a PROxy pair for uplink PERformance enhancement in wireless access networks Tacettin Ayar, Deniz Turgay Altilar p. 1257-1264
Blockchain-based trust management systems in the internet of vehicles : a comprehensive survey Mahalinoro Razafimanjato, Malik Muhammad Saad, Dongkyun Kim p. 1265-1285
Efficient beamforming training scheme using NOMA in mmWave WLANs Seonjoo Choi, Hoki Baek, Jaesung Lim p. 1286-1290
(A) comprehensive survey on intrusion detection in internet of medical things : datasets, federated learning, blockchain, and future research directions Syed Rizwan Hassan, Muhammad Usama Tanveer, Sunil Prajapat, Mohammad Shabaz p. 1291-1310

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