Yumeng Liang

Ygg: Tree-Based Collaborative Speculative Decoding with Token-Only Transmission

Sijia Li, Yumeng Liang, Ruiqi Li, Jianjiang Li et autres

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SH-Imputer: Spatiotemporal Data Imputation under Sparse Historical Data for Sparse Sensing

Hao Du, Wenbin Liu, En Wang, Yumeng Liang et autres

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Mercury: Towards Optimal Accuracy-Latency Trade-off for Collaborative Transformer Inference

Yumeng Liang, Jianhui Chang, Sijia Li, Mingyuan Zang et autres

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Research on Underwater Organism Detection Technology Based on YOLO v5

Jiaxin Wan, Yumeng Liang, Xinrui Heng, Wenyong Sun et autres

In recent years, deep learning and related technologies have experienced rapid development due to their characteristics of high speed, accuracy, and recognition rates, as well as environmental sustainability. They are increasingly being applied in real-time inspection research involving underwater robots for the …

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Robust Mobile-Cloud Collaborative CNN Inference under Unreliable Wireless Networks

Sijia Li, Yumeng Liang, Jianjiang Li

Mobile-cloud collaborative Convolutional Neural Network (CNN) inference enables the efficient execution of CNN models by offloading partial inference workloads from mobile devices to the cloud. Although model partitioning for collaborative inference has been extensively studied, most existing approaches assume reliable mobile-cloud transmission, …

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RCNet: Resilient Collaborative DNN Inference for Wireless Networks With High Packet Loss

Yumeng Liang, Jianhui Chang, Mingyuan Zang

The limited computation resources of mobile devices hinders the real-time Deep Neural Network (DNN) inference, which is critical in many Internet of Things (IoT) applications. To meet the real-time responses demands, the cloud-end collaborative DNN inference is promising, which partially offloads the …

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Efficient Au(S2O3)23– recovery from S2O32- system through coupling electromigration and photocatalysis effect on defect introduced and oxygen incorporated MoS2

Chang Liu, Li Lin, Huan Zhang, Qinghan Wang et autres

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BP3: Improving Cuff-less Blood Pressure Monitoring Performance by Fusing mmWave Pulse Wave Sensing and Physiological Factors

Zixin Zheng, Yumeng Liang, Rui Lyu, Bao Junjie et autres

Cuff-less methods, especially pulse wave analysis (PWA) techniques with PPG/mmWave sensing, have shown great potential for non-intrusive blood pressure (BP) monitoring. However, the state-of-the-art solutions are only validated on small-scale healthy subjects, neglecting patients with abnormal BP and thus a more urgent …

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Mmtaster: A Mobile System for Fine-Grained and Robust Alcohol Sensing

Yumeng Liang, Pu Xin Shi, Zixin Zheng, Lingyu Pu et autres

Wireless sensing offers a promising approach to identify the content of liquids without opening the container or directly touching the liquid. Although existing methods aim to achieve fine-grained identification, i.e., distinguishing a 1% v/v difference in alcohol content, they still have limitations …

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airBP: Monitor Your Blood Pressure with Millimeter-Wave in the Air

Yumeng Liang, Anfu Zhou, Xinzhe Wen, Wei Huang et autres

Blood pressure (BP), an important vital sign to assess human health, is expected to be monitored conveniently. The existing BP monitoring methods, either traditional cuff based or newly emerging wearable based, all require skin contact, which may cause unpleasant user experience and …

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Physical Layer Identity Information Protection against Malicious Millimeter Wave Sensing

Zhen Meng, Yiming Shi, Yumeng Liang, Xinzhe Wen et autres

Gait recognition based on millimeter waves (mmWave) can recognize people's identity information by sensing their walking posture, which has found versatile usages in many fields, such as smart home, intelligent security, and health monitoring. While this technology has gained extensive attention in …

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Robust Respiratory Rate Monitoring Using Smartwatch Photoplethysmography

Langcheng Zhao, Fenglin Zhang, Huanhuan Zhang, Yumeng Liang et autres

Respiratory rate (RR) is of great value in health care, especially when it can be continuously monitored using wearable devices in daily life. Recent works employ photoplethysmography (PPG) on smartwatch for continuous respiration monitoring, based on a certain medical discovery called respiratory …

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