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	Exploring the Trade-Offs: Unified Large Language Models vs Local Fine-Tuned Models for Highly-Specific Radiology NLI Task 期刊论文 IEEE TRANSACTIONS ON BIG DATA, 2025, 卷号: 11, 期号: 3, 页码: 1027-1041 作者: Wu, Zihao; Zhang, Lu; Cao, Chao; Yu, Xiaowei; Liu, Zhengliang Adobe PDF(6388Kb) \| 收藏 \| 浏览/下载：55/8 \| 提交时间：2025/02/28 Inference engines Intelligent systems Network security Problem oriented languages Unified Modeling Language Language inference Language model Language processing Large language model Natural language inference Natural language processing Natural languages Performance Radiology reports
	Certified Quantization Strategy Synthesis for Neural Networks 会议论文 LECTURE NOTES IN COMPUTER SCIENCE (INCLUDING SUBSERIES LECTURE NOTES IN ARTIFICIAL INTELLIGENCE AND LECTURE NOTES IN BIOINFORMATICS), Milan, Italy, September 9, 2024 - September 13, 2024 作者: Zhang, Yedi; Chen, Guangke; Song, Fu; Sun, Jun; Dong, Jin Song 收藏 \| 浏览/下载：364/0 \| 提交时间：2024/10/11 Neural networks Real time systems Storage efficiency Backdoors Computing resource Embedded real time systems Inference efficiency Neural-networks Preimages Quantisation Storage costs Storage resources Strategy synthesis
	Dynamic UAV-Assisted Cooperative Edge AI Inference 期刊论文 IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2025, 卷号: 24, 期号: 1, 页码: 615-628 作者: Jingfeng Huang; Lixiang Lian; Dingzhu Wen; Yong Zhou; Fuzhai Wang Adobe PDF(9902Kb) \| 收藏 \| 浏览/下载：207/10 \| 提交时间：2025/01/13 Aircraft communication Data communication systems Digital communication systems Edge computing Health risks Inference engines Aerial vehicle Edge AI inference Inference systems Intelligent Services Over the airs Over-the-air computation Real-time data Trajectory designs Unmanned aerial vehicle trajectory design Vehicle trajectories
	Next-Word Prediction: A Perspective of Energy-Aware Distributed Inference 期刊论文 IEEE TRANSACTIONS ON MOBILE COMPUTING, 2024, 卷号: 23, 期号: 5, 页码: 5695-5708 作者: Shangshang Wang; Ziyu Shao; John C.S. Lui Adobe PDF(7221Kb) \| 收藏 \| 浏览/下载：259/0 \| 提交时间：2023/09/22 Budget control E-learning Economic and social effects Energy utilization Forecasting Inference engines Learning algorithms Learning systems Modeling languages Natural language processing systems Numerical methods Quality control Computational modelling Distributed inference Edge natural language processing Energy-consumption Language processing Natural language processing Natural languages Next-word prediction On-line controls Online learning Predictive models Quality of experience Quality-of-service Word prediction
	Federated Multi-Task Learning with Non-Stationary and Heterogeneous Data in Wireless Networks 期刊论文 IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2024, 卷号: 23, 期号: 4, 页码: 2653-2667 作者: Zhang, Hongwei; Tao, Meixia; Shi, Yuanming; Bi, Xiaoyan; Letaief, Khaled B. Adobe PDF(22772Kb) \| 收藏 \| 浏览/下载：204/0 \| 提交时间：2023/09/08 Complex networks Electric power distribution Learning systems Wireless networks Adaptation models Computational modelling Federated learning Heterogeneous data Inference stages Learning frameworks Multitask learning Nonstationary Nonstationary data Power-control
	RIS-Assisted Multi-Device Edge AI Inference 会议论文 2024 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE (WCNC), Dubai, United Arab Emirates, 21-24 April 2024 作者: Jiayi Yang; Yijie Mao; Dingzhu Wen; Yong Zhou; Yuanming Shi Adobe PDF(663Kb) \| 收藏 \| 浏览/下载：376/1 \| 提交时间：2024/07/08 Motion estimation Edge AI inference Inference systems Local feature vectors Multi-devices Over the airs Over-the-air computation Real- time Reconfigurable Reconfigurable intelligent surface Task-oriented
	Timely Split Inference in Wireless Networks: An Accuracy-Freshness Tradeoff 期刊论文 IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2023, 卷号: PP, 期号: 99, 页码: 1-6 作者: Luteng Qiao; Yong Zhou Adobe PDF(457Kb) \| 收藏 \| 浏览/下载：472/1 \| 提交时间：2023/07/28 Feature extraction Job analysis Markov processes Quantization (signal) Wireless networks Age of information Discriminant gain Edge inference Edge server Features extraction Features vector Inference systems Principal-component analysis Quantization (signal) Task analysis
	End-to-End Delay Minimization based on Joint Optimization of DNN Partitioning and Resource Allocation for Cooperative Edge Inference 会议论文 IEEE VEHICULAR TECHNOLOGY CONFERENCE, Hong Kong, China, October 10, 2023 - October 13, 2023 作者: Ye, Xinrui; Sun, Yanzan; Wen, Dingzhu; Pan, Guanjin; Zhang, Shunqing Adobe PDF(1160Kb) \| 收藏 \| 浏览/下载：373/86 \| 提交时间：2024/01/19 Convex optimization Deep neural networks Mobile edge computing Object detection Queueing theory Resource allocation Stochastic models Stochastic systems Delay minimization Edge intelligence End to end delay Joint optimization Multi dimensional Network partitioning Network resource Partitioning inference Reinforcement learnings Resources allocation
	Task-Oriented Over-the-Air Computation for Multi-Device Edge Split Inference 会议论文 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE, WCNC, Glasgow, United kingdom, March 26, 2023 - March 29, 2023 作者: Dingzhu Wen; Xiang Jiao; Peixi Liu; Guangxu Zhu; Yuanming Shi Adobe PDF(1475Kb) \| 收藏 \| 浏览/下载：306/0 \| 提交时间：2023/06/09 Errors Mean square error Motion estimation Aggregation errors Classification accuracy Classification tasks Features vector Inference systems Multi-devices Over the airs Precoders Receive beamforming Task-oriented
	Spatial Feature Aided Optimal Compressive Phase Training and Channel Estimation in Massive MIMO Systems with RIS 会议论文 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS, Seoul, Korea, Republic of, May 16, 2022 - May 20, 2022 作者: Fang, Pan; Lian, Lixiang Adobe PDF(1129Kb) \| 收藏 \| 浏览/下载：299/0 \| 提交时间：2022/09/23 Bayesian networks Channel state information Computational efficiency Inference engines Interlocking signals MIMO systems Accurate channels Channel estimation algorithms Channel-state information Compressive channel estimations Estimation performance In-channels Information acquisitions Optimal phase training RIS Spatial features

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