Works (22)

Updated: December 19th, 2024 05:01

2025 chapter

ML for Digital Twin Over Wireless Networks: Creation, Deployment, and Applications

By: Y. Liu & Z. Yang

Source: ORCID
Added: December 10, 2024

2024 conference paper

Byzantine-Robust Decentralized Federated Learning

Fang, M., Zhang, Z., Hairi, Khanduri, P., Liu, J., Lu, S., … Gong, N. (2024, December 2).

By: M. Fang, Z. Zhang, Hairi, P. Khanduri, J. Liu, S. Lu, Y. Liu, N. Gong

Source: ORCID
Added: December 9, 2024

2024 journal article

Collaborative Reinforcement Learning Based Unmanned Aerial Vehicle (UAV) Trajectory Design for 3D UAV Tracking

IEEE TRANSACTIONS ON MOBILE COMPUTING, 23(12), 10787–10802.

By: Y. Zhu*, M. Chen*, S. Wang*, Y. Hu*, Y. Liu n & C. Yin*

author keywords: Autonomous aerial vehicles; Location awareness; Sensors; Three-dimensional displays; Trajectory; Real-time systems; Signal to noise ratio; Localization; trajectory design; unmanned aerial vehicles; Z function decomposition based reinforcement learning
Sources: ORCID, Web Of Science, NC State University Libraries
Added: November 6, 2024

2024 journal article

Complex-Valued Neural-Network-Based Federated Learning for Multiuser Indoor Positioning Performance Optimization

IEEE INTERNET OF THINGS JOURNAL, 11(21), 34065–34077.

By: H. Yu*, Y. Liu n & M. Chen*

author keywords: Feature extraction; Data models; Servers; Machine learning algorithms; Transforms; Predictive models; Optimization; Complex-valued channel state information (CSI); complex-valued neural network (CVNN); federated learning (FL); indoor positioning
Sources: ORCID, Web Of Science, NC State University Libraries
Added: August 15, 2024

2024 article

Covert and Reliable Semantic Communication Against Cross-layer Privacy Inference over Wireless Edge Networks

2024 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE, WCNC 2024.

author keywords: Semantic Communication; Wireless Edge Networks; Covert Communication; Reinforcement Learning; Privacy Leakage
Sources: Web Of Science, NC State University Libraries
Added: September 23, 2024

2024 article

Demo: Visualizing the Shadows: Unveiling Data Poisoning Behaviors in Federated Learning

2024 IEEE 44TH INTERNATIONAL CONFERENCE ON DISTRIBUTED COMPUTING SYSTEMS, ICDCS 2024, pp. 1431–1434.

author keywords: Data poisoning; security analysis; federated learning
Sources: Web Of Science, NC State University Libraries
Added: November 4, 2024

2024 journal article

Digital Twin-Assisted Data-Driven Optimization for Reliable Edge Caching in Wireless Networks

IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 42(11), 3306–3320.

By: Z. Zhang n, Y. Liu n, Z. Peng n, M. Chen*, D. Xu n & S. Cui*

author keywords: Optimization; Reliability; Wireless networks; Random variables; Backhaul networks; Stochastic processes; Markov decision processes; Data-driven optimization; cache replacement; digital twin; reliable learning; wireless networks
UN Sustainable Development Goal Categories
7. Affordable and Clean Energy (OpenAlex)
Sources: ORCID, Web Of Science, NC State University Libraries
Added: August 15, 2024

2024 journal article

HSESR: Hierarchical Software Execution State Representation for Ultralow-Latency Threat Alerting Over Internet of Things

IEEE INTERNET OF THINGS JOURNAL, 11(21), 34283–34295.

author keywords: Software; Internet of Things; Servers; Cloud computing; Security; Threat assessment; Monitoring; Deep graph representation; deep reinforcement learning; Internet of Things (IoT); recurrent semantic representation; software execution states; threat alerting
Sources: ORCID, Web Of Science, NC State University Libraries
Added: August 15, 2024

2024 journal article

Joint Vehicle Connection and Beamforming Optimiziation in Digital-Twin-Assisted Integrated Sensing and Communication Vehicular Networks

IEEE INTERNET OF THINGS JOURNAL, 11(20), 32923–32938.

By: W. Ding, Z. Yang*, M. Chen*, Y. Liu n & M. Shikh-Bahaei

author keywords: Array signal processing; Prediction algorithms; Real-time systems; Radar; Millimeter wave communication; Integrated sensing and communication; Heuristic algorithms; Digital twin (DT); integrated sensing and communication (ISAC); vehicular network
Sources: ORCID, Web Of Science, NC State University Libraries
Added: August 15, 2024

2024 article

LateBA: Latent Backdoor Attacks on Deep Bug Search via Infrequent Execution Codes

PROCEEDINGS OF THE 15TH ASIA-PACIFIC SYMPOSIUM ON INTERNETWARE, INTERNETWARE 2024, pp. 427–436.

By: X. Yi, G. Li*, W. Huang*, J. Li*, . Lin* & Y. Liu n

author keywords: Deep Bug Search; Backdoor Attack; Infrequent Execution Code; American Fuzzy Lop
Sources: ORCID, Web Of Science, NC State University Libraries
Added: August 15, 2024

2024 journal article

Map-Driven mmWave Link Quality Prediction With Spatial-Temporal Mobility Awareness

IEEE TRANSACTIONS ON MOBILE COMPUTING, 23(12), 12161–12175.

By: Z. Li n, M. Chen*, G. Li*, . Lin* & Y. Liu n

author keywords: Millimeter wave communication; Predictive models; Wireless communication; Recurrent neural networks; Knowledge engineering; Wireless sensor networks; Resource management; Millimeter wave; link quality; machine learning; spatial-temporal awareness; dynamic prediction
Sources: ORCID, Web Of Science, NC State University Libraries
Added: August 15, 2024

2024 conference paper

OSNeRF: On-demand Semantic Neural Radiance Fields for Fast and Robust 3D Object Reconstruction

Xu, R., Li, G., Li, C., Yang, Z., Liu, Y., & Chen, M. (2024, October 28).

By: R. Xu*, G. Li*, C. Li*, Z. Yang*, Y. Liu n & M. Chen*

Source: ORCID
Added: October 26, 2024

2024 article

Regulating Covert Communication Capacity with Full-Duplex Receiver Against Location-Uncertain Eavesdropper

2024 INTERNATIONAL CONFERENCE ON COMPUTING, NETWORKING AND COMMUNICATIONS, ICNC, pp. 55–59.

By: R. Xu, G. Li, Y. Liu, Y. Zhao, J. Kang & J. Li

author keywords: Covert communication; FD-receiver; Location uncertainty; Low probability of detection
Sources: Web Of Science, NC State University Libraries
Added: November 4, 2024

2024 journal article

Securing Distributed Network Digital Twin Systems Against Model Poisoning Attacks

IEEE INTERNET OF THINGS JOURNAL, 11(21), 34312–34324.

author keywords: Security; Data models; Wireless networks; Internet of Things; Adaptation models; Reliability; Communication system security; Digital twin (DT); distributed learning; poisoning attack; security; traffic prediction; wireless networks
Sources: ORCID, Web Of Science, NC State University Libraries
Added: August 15, 2024

2024 journal article

A Joint Communication and Computation Framework for Digital Twin Over Wireless Networks

IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING, 18(1), 6–17.

By: Z. Yang*, M. Chen*, Y. Liu n & Z. Zhang*

author keywords: Digital twin (DT); delay minimization; joint communication and computation design
Sources: Web Of Science, NC State University Libraries, ORCID
Added: May 13, 2024

2023 journal article

Graph Neural Networks for Joint Communication and Sensing Optimization in Vehicular Networks

IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 41(12), 3893–3907.

author keywords: Sensors; Interference; Topology; Feature extraction; Network topology; Heuristic algorithms; Vehicle dynamics; Joint communication and sensing; terahertz; vehicular networks; graph neural networks
TL;DR: A graph neural network (GNN) based algorithm with a heterogeneous graph representation is proposed that can achieve 93.66% of the sum rate achieved by the optimal solution, and yield up to 3.16% and 31.86% improvements in sum rate, respectively, over a homogeneous GNN-based algorithm and a conventional optimization algorithm without using GNNs. (via Semantic Scholar)
Sources: Web Of Science, NC State University Libraries, ORCID
Added: March 4, 2024

2023 article

IVSign: Interpretable Vulnerability Signature via Code Embedding and Static Analysis

2023 53RD ANNUAL IEEE/IFIP INTERNATIONAL CONFERENCE ON DEPENDABLE SYSTEMS AND NETWORKS WORKSHOPS, DSN-W, pp. 25–31.

By: A. Ding*, G. Li*, X. Yi* & Y. Liu n

author keywords: Software Vulnerability Detection; CodeBERT; Bi-LSTM; Interpreterable Vulnerability Signatures
TL;DR: This paper proposes an Interpretable vulnerability signature (IVSign) scheme to combine pattern-driven and data-driven methods, and shows that when the matching threshold is set appropriately, the evaluation metrics on the testing samples exceed 90.00%. (via Semantic Scholar)
Sources: Web Of Science, NC State University Libraries
Added: September 18, 2023

2023 article

Joint Optimization of Sensing and Communications in Vehicular Networks: A Graph Neural Network-based Approach

ICC 2023 - IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS, pp. 5719–5724.

TL;DR: A graph neural network (GNN) based algorithm with a heterogeneous graph representation is proposed that enables the central controller to extract each vehicle's graph information related to its location, connection, and communication interference and determine the joint service mode selection and user association strategy. (via Semantic Scholar)
Sources: Web Of Science, NC State University Libraries
Added: March 4, 2024

2023 conference paper

MMP: A Dynamic Routing Protocol Design to Proactively Defend against Wireless Network Inference Attacks

Chen, J., Luo, Z. J., Liu, Y., & Zhao, S. (2023, November 26).

By: J. Chen*, Z. Luo*, Y. Liu n & S. Zhao*

Source: ORCID
Added: August 15, 2024

2021 journal article

Algorithms for addressing line-of-sight issues in mmWave WiFi networks using access point mobility

Journal of Parallel and Distributed Computing.

UN Sustainable Development Goal Categories
9. Industry, Innovation and Infrastructure (OpenAlex)
Source: ORCID
Added: August 15, 2024

2021 journal article

Blockage tolerance in roadside millimeter-wave backhaul networks

Computer Networks.

By: Y. Liu* & D. Blough*

UN Sustainable Development Goal Categories
11. Sustainable Cities and Communities (OpenAlex)
Source: ORCID
Added: August 15, 2024

2021 journal article

Maximizing Line-of-Sight Coverage for mmWave Wireless LANs With Multiple Access Points

IEEE/ACM Transactions on Networking.

By: Y. Liu*, Y. Jian*, R. Sivakumar* & D. Blough*

Source: ORCID
Added: August 15, 2024

Employment

Updated: October 7th, 2022 11:42

North Carolina State University Raleigh, North Carolina, US
Assistant Professor Computer Science

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