Richeng Jin

Works (23)

Updated: December 14th, 2024 05:01

2024 article

Enhancing Approximate Message Passing via Diffusion Models Towards On-Device Intelligence

Dai, P., Yue, K., Jin, R., Wu, T. M., & Xiong, K. (2024, June 9). 2024 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS WORKSHOPS, ICC WORKSHOPS 2024, pp. 890–895.

By: P. Dai, K. Yue n, R. Jin*, T. Wu n  & K. Xiong *

author keywords: compressed sensing; approximate message passing; diffusion models; edge computing
topics (OpenAlex): Advanced MIMO Systems Optimization; Molecular Communication and Nanonetworks; Wireless Communication Security Techniques
Sources: Web Of Science, NC State University Libraries
Added: December 9, 2024

2023 article

Efficient Content Delivery in User-Centric and Cache-Enabled Vehicular Edge Networks with Deadline-Constrained Heterogeneous Demands

Pervej, M. F., Jin, R., Lin, S.-C., & Dai, H. (2023, August 1). IEEE Transactions on Vehicular Technology, Vol. 73, pp. 1129–1145.

By: M. Pervej  n, R. Jin*, S. Lin n  & H. Dai n 

author keywords: Connected vehicle (CV); content caching; delay minimization; software-defined networking (SDN); user-centric networking; vehicular edge network (VEN)
topics (OpenAlex): Caching and Content Delivery; Cooperative Communication and Network Coding; Opportunistic and Delay-Tolerant Networks
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UN Sustainable Development Goal Categories
16. Peace, Justice and Strong Institutions (OpenAlex)
Sources: Web Of Science, NC State University Libraries
Added: April 22, 2024

2023 article

On the Privacy Guarantees of Gossip Protocols in General Networks

Jin, R., Huang, Y., Zhang, Z., & Dai, H. (2023, January 1). IEEE Transactions on Network Science and Engineering.

By: R. Jin*, Y. Huang n, Z. Zhang * & H. Dai n 

author keywords: Protocols; Privacy; Differential privacy; Uncertainty; Monitoring; Wireless sensor networks; Social networking (online); Information processing; Prediction methods; Information spreading; gossip protocols; differential privacy; prediction uncertainty
topics (OpenAlex): Opportunistic and Delay-Tolerant Networks; Privacy-Preserving Technologies in Data; Mobile Ad Hoc Networks
TL;DR: The privacy guarantees of gossip protocols in general networks in terms of differential privacy and prediction uncertainty are studied, and it is found that source anonymity is closely related to some key network structure parameters in the general network setting. (via Semantic Scholar)
Source: Web Of Science
Added: November 27, 2023

2023 article

Resource Constrained Vehicular Edge Federated Learning With Highly Mobile Connected Vehicles

Pervej, M. F., Jin, R., & Dai, H. (2023, May 8). IEEE Journal on Selected Areas in Communications, Vol. 41, pp. 1–1.

By: M. Pervej n , R. Jin* & H. Dai n 

author keywords: Index Terms- Connected vehicle (CV); energy efficiency (EE); federated learning (FL); vehicular edge network (VEN)
topics (OpenAlex): Privacy-Preserving Technologies in Data; Vehicular Ad Hoc Networks (VANETs); Cryptography and Data Security
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UN Sustainable Development Goal Categories
9. Industry, Innovation and Infrastructure (OpenAlex)
Sources: Web Of Science, ORCID, NC State University Libraries
Added: May 17, 2023

2022 article

Communication Efficient Federated Learning With Energy Awareness Over Wireless Networks

Jin, R., He, X., & Dai, H. (2022, January 6). IEEE Transactions on Wireless Communications.

By: R. Jin n, X. He * & H. Dai n 

author keywords: Mobile handsets; Servers; Training; Performance evaluation; Energy consumption; Computational modeling; Wireless networks; Federated learning; wireless communications; communication efficiency; data heterogeneity
topics (OpenAlex): Privacy-Preserving Technologies in Data; Advanced MIMO Systems Optimization; Wireless Communication Security Techniques
TL;DR: The idea of SignSGD in which only the signs of the gradients are exchanged is adopted, and two optimization problems are formulated and solved, which optimize the learning performance given the energy consumption requirement, and vice versa. (via Semantic Scholar)
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UN Sustainable Development Goal Categories
7. Affordable and Clean Energy (OpenAlex)
Source: Web Of Science
Added: August 29, 2022

2022 article

Communication-Efficient Federated Learning via Predictive Coding

Yue, K., Jin, R., Wong, C.-W., & Dai, H. (2022, January 13). IEEE Journal of Selected Topics in Signal Processing, Vol. 4.

By: K. Yue n, R. Jin n, C. Wong n  & H. Dai n 

author keywords: Predictive models; Servers; Collaborative work; Predictive coding; Entropy coding; Costs; Quantization (signal); Federated learning; distributed optimization; predictive coding
topics (OpenAlex): Privacy-Preserving Technologies in Data; Stochastic Gradient Optimization Techniques; Cooperative Communication and Network Coding
TL;DR: This paper proposes a predictive coding based compression scheme for federated learning that has shared prediction functions among all devices and allows each worker to transmit a compressed residual vector derived from the reference. (via Semantic Scholar)
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Sources: Web Of Science, NC State University Libraries
Added: May 31, 2022

2022 article

Delay-Optimal Coded Offloading for Distributed Edge Computing in Fading Environments

He, X., Li, T., Jin, R., & Dai, H. (2022, July 13). IEEE Transactions on Wireless Communications.

By: X. He *, T. Li *, R. Jin n & H. Dai  n

author keywords: Mobile edge computing; coded computing; task offloading
topics (OpenAlex): Advanced Wireless Communication Technologies; Energy Harvesting in Wireless Networks; IoT and Edge/Fog Computing
TL;DR: Through in-depth analysis based on order statistics, it is found that the average processing delay of the offloaded tasks admits a favorable coding structure under arbitrary fading distribution, which allows us to efficiently solve the original problem using monotonic optimization. (via Semantic Scholar)
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Source: Web Of Science
Added: February 27, 2023

2021 article

Joint Service Placement and Resource Allocation for Multi-UAV Collaborative Edge Computing

He, X., Jin, R., & Dai, H. (2021, March 29).

By: X. He *, R. Jin n & H. Dai n 

topics (OpenAlex): UAV Applications and Optimization; Advanced Neural Network Applications; IoT and Edge/Fog Computing
TL;DR: This work is among the first to consider the joint service placement and resource allocation problem for multi-UAV edge computing, and finds that this problem can be divided into two subproblems that are submodular and convex, respectively. (via Semantic Scholar)
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Source: Web Of Science
Added: November 1, 2021

2021 article

Multi-Hop Task Offloading With On-the-Fly Computation for Multi-UAV Remote Edge Computing

He, X., Jin, R., & Dai, H. (2021, November 22). IEEE Transactions on Communications.

By: X. He*, R. Jin n & H. Dai n 

author keywords: Task analysis; Edge computing; Servers; Resource management; Unmanned aerial vehicles; Computational modeling; Wireless communication; Edge computing; UAV; resource allocation; deployment
topics (OpenAlex): UAV Applications and Optimization; Advanced Neural Network Applications; IoT and Edge/Fog Computing
TL;DR: A multi-hop task offloading with on-the-fly computation scheme is proposed in this work to enable a more powerful multi-UAV remote edge computing network and two efficient algorithms are proposed to solve the corresponding joint resource allocation and deployment problem. (via Semantic Scholar)
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Source: Web Of Science
Added: March 7, 2022

2020 article

Differential Privacy and Prediction Uncertainty of Gossip Protocols in General Networks

Huang, Y., Jin, R., & Dai, H. (2020, December 1).

By: Y. Huang n, R. Jin n & H. Dai n 

topics (OpenAlex): Privacy-Preserving Technologies in Data; Opportunistic and Delay-Tolerant Networks; Mobile Ad Hoc Networks
TL;DR: Lower bounds of the differential privacy guarantees are derived for the gossip protocols in general networks in both synchronous and asynchronous settings and it is found that source anonymity is closely related to some key network structure parameters in the general network setting. (via Semantic Scholar)
Source: Web Of Science
Added: October 26, 2021

2020 article

Joint Power and Deployment Optimization for Multi-UAV Remote Edge Computing

He, X., Jin, R., & Dai, H. (2020, December 1).

By: X. He*, R. Jin n & H. Dai n 

topics (OpenAlex): UAV Applications and Optimization; IoT and Edge/Fog Computing; Robotics and Sensor-Based Localization
TL;DR: A more efficient algorithm that has a complexity only linear in the number of UAVs is developed by exploiting the special structure of this problem to overcome the challenge of finding the optimal UAV power allocation and deployment. (via Semantic Scholar)
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Source: Web Of Science
Added: October 26, 2021

2020 article

Minimizing the Age of Information in the Presence of Location Privacy-aware Mobile Agents

Jin, R., He, X., & Dai, H. (2020, January 1). IEEE Transactions on Communications.

By: R. Jin n, X. He* & H. Dai n 

author keywords: Mobile agents; Privacy; Sensors; Task analysis; Differential privacy; Information age; Base stations; Age of information; mobile crowd sensing; location privacy; differential privacy
topics (OpenAlex): Age of Information Optimization; IoT Networks and Protocols; Human Mobility and Location-Based Analysis
TL;DR: A location privacy-aware payment mechanism, which can stimulate the mobile agents to report their locations with differential privacy levels desired by the BS, is proposed, and a cost-efficient mobile agent selection algorithm is proposed. (via Semantic Scholar)
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Source: Web Of Science
Added: March 29, 2021

2020 article

Physical-Layer Assisted Secure Offloading in Mobile-Edge Computing

He, X., Jin, R., & Dai, H. (2020, March 18). IEEE Transactions on Wireless Communications.

By: X. He*, R. Jin n & H. Dai n 

author keywords: Servers; Jamming; Security; Mobile handsets; Wireless communication; Task analysis; Interference cancellation; Mobile-edge computing; secure offloading; physical-layer
topics (OpenAlex): Wireless Communication Security Techniques; Advanced Wireless Communication Technologies; Energy Harvesting in Wireless Networks
TL;DR: A novel physical-layer assisted secure offloading scheme is proposed in this work, in which the edge server proactively broadcasts jamming signals to impede eavesdropping and leverages full-duplex communication technique to effectively suppress the self-interference. (via Semantic Scholar)
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Source: Web Of Science
Added: July 13, 2020

2019 article

On the Security-Privacy Tradeoff in Collaborative Security: A Quantitative Information Flow Game Perspective

Jin, R., He, X., & Dai, H. (2019, May 4). IEEE Transactions on Information Forensics and Security.

By: R. Jin n, X. He* & H. Dai n 

author keywords: Quantitative information flow; game theory; collaborative security; privacy
topics (OpenAlex): Information and Cyber Security; Network Security and Intrusion Detection; Access Control and Trust
TL;DR: The interplay between the attacker and the collaborative entities is formulated as Quantitative Information Flow (QIF) games, in which the QIF theory is adapted to measure the collaboration gain and the privacy loss of the entities in the information sharing process. (via Semantic Scholar)
Source: Web Of Science
Added: September 16, 2019

2019 article

Peace: Privacy-Preserving and Cost-Efficient Task Offloading for Mobile-Edge Computing

He, X., Jin, R., & Dai, H. (2019, December 13). IEEE Transactions on Wireless Communications.

By: X. He*, R. Jin n & H. Dai n 

author keywords: Mobile-edge computing; privacy; task offloading; Lyapunov optimization
topics (OpenAlex): IoT and Edge/Fog Computing; Privacy-Preserving Technologies in Data; Mobile Crowdsensing and Crowdsourcing
TL;DR: A novel privacy-preserving and cost-efficient (PEACE) task offloading scheme that can preserve user privacy while still ensure the best possible user experience is developed in this work based on the generic Lyapunov optimization framework. (via Semantic Scholar)
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Source: Web Of Science
Added: April 14, 2020

2018 article

Camouflaging Mobile Primary Users in Database-Driven Cognitive Radio Networks

He, X., Jin, R., & Dai, H. (2018, June 12). IEEE Wireless Communications Letters.

By: X. He*, R. Jin n & H. Dai n 

author keywords: Location privacy; cognitive radio; database-driven; mobile
topics (OpenAlex): Opportunistic and Delay-Tolerant Networks; Cognitive Radio Networks and Spectrum Sensing; Mobile Ad Hoc Networks; Wireless Communication Security Techniques; Cooperative Communication and Network Coding
TL;DR: A novel scheme that can camouflage mobile PUs through generating low-cost fake trajectories in the database is developed, and its effectiveness is validated by numerical results. (via Semantic Scholar)
UN Sustainable Development Goals Color Wheel
UN Sustainable Development Goal Categories
16. Peace, Justice and Strong Institutions (OpenAlex)
Source: Web Of Science
Added: March 11, 2019

2018 article

Collaborative IDS Configuration: A Two-Layer Game-Theoretic Approach

Jin, R., He, X., & Dai, H. (2018, July 13). IEEE Transactions on Cognitive Communications and Networking.

By: R. Jin n, X. He* & H. Dai n 

author keywords: Collaborative intrusion detection systems; game theory; Nash-Q learning
topics (OpenAlex): Game Theory and Applications; Network Security and Intrusion Detection; Mathematical and Theoretical Epidemiology and Ecology Models
TL;DR: A centralized Vickrey–Clarke–Groves auction based collaboration scheme and a distributed game-theoretic incentive mechanism are proposed and the effectiveness of the proposed schemes is validated through both analysis and numerical experiments. (via Semantic Scholar)
Source: Web Of Science
Added: January 14, 2019

2018 article

Deep PDS-Learning for Privacy-Aware Offloading in MEC-Enabled IoT

He, X., Jin, R., & Dai, H. (2018, October 30). IEEE Internet of Things Journal.

By: X. He*, R. Jin n & H. Dai n 

author keywords: Deep learning; Internet-of-Things (IoT); mobile-edge computing (MEC); post-decision state (PDS); privacy
topics (OpenAlex): IoT and Edge/Fog Computing; Privacy-Preserving Technologies in Data; Mobile Crowdsensing and Crowdsourcing
TL;DR: In this paper, a new privacy vulnerability caused by the wireless offloading feature of MEC-enabled IoT is identified and an effective privacy-aware offloading scheme is developed based on a newly proposed deep post-decision state (PDS)-learning algorithm. (via Semantic Scholar)
UN Sustainable Development Goals Color Wheel
UN Sustainable Development Goal Categories
9. Industry, Innovation and Infrastructure (OpenAlex)
Source: Web Of Science
Added: July 15, 2019

2018 article

Leveraging Spatial Diversity for Privacy-Aware Location-Based Services in Mobile Networks

He, X., Jin, R., & Dai, H. (2018, January 23). IEEE Transactions on Information Forensics and Security.

By: X. He *, R. Jin n & H. Dai n 

author keywords: Location privacy; privacy metric; location-based service (LBS); spatial diversity; optimal stopping
topics (OpenAlex): Privacy-Preserving Technologies in Data; Vehicular Ad Hoc Networks (VANETs); Mobile Crowdsensing and Crowdsourcing
TL;DR: New ambient environment-dependent location privacy metrics are proposed in this paper, together with a stochastic model that can capture their spatial variations along the user’s route that allows mobile users to fully leverage the spatial diversity and achieve a substantially better performance. (via Semantic Scholar)
UN Sustainable Development Goals Color Wheel
UN Sustainable Development Goal Categories
Source: Web Of Science
Added: August 6, 2018

2017 article

Foresighted deception in dynamic security games

He, X., Islam, M. M., Jin, R., & Dai, H. (2017, May 1).

By: X. He *, M. Islam *, R. Jin n & H. Dai n 

topics (OpenAlex): Network Security and Intrusion Detection; Smart Grid Security and Resilience; Infrastructure Resilience and Vulnerability Analysis
TL;DR: A stochastic deception game (SDG) framework is developed in this work to enable the defender to conduct foresighted deception in unknown dynamic environments and to improve security performance. (via Semantic Scholar)
UN Sustainable Development Goals Color Wheel
UN Sustainable Development Goal Categories
16. Peace, Justice and Strong Institutions (OpenAlex)
Source: NC State University Libraries
Added: August 6, 2018

2017 article

Privacy-Aware Offloading in Mobile-Edge Computing

He, X., Liu, J., Jin, R., & Dai, H. (2017, December 1).

By: X. He *, J. Liu *, R. Jin n & H. Dai n 

topics (OpenAlex): Privacy-Preserving Technologies in Data; IoT and Edge/Fog Computing; Age of Information Optimization
TL;DR: A constrained Markov decision process (CMDP) based privacy-aware task offloading scheduling algorithm is proposed, which allows the mobile device to achieve the best possible delay and energy consumption performance while maintain a pre-specified level of privacy. (via Semantic Scholar)
UN Sustainable Development Goals Color Wheel
UN Sustainable Development Goal Categories
7. Affordable and Clean Energy (OpenAlex)
Source: NC State University Libraries
Added: August 6, 2018

2017 article

Towards Privacy-Aware Collaborative Security: A Game-Theoretic Approach

Jin, R., He, X., Dai, H., Dutta, R., & Ning, P. (2017, August 1). 2017 1st IEEE Symposium on Privacy-Aware Computing (PAC), pp. 72–83.

By: R. Jin n, X. He *, H. Dai n , R. Dutta n  & P. Ning *

author keywords: collaborative security; game theory; privacy
topics (OpenAlex): Network Security and Intrusion Detection; Information and Cyber Security; Smart Grid Security and Resilience
TL;DR: A repeated two-layer single-leader multi-follower game is proposed and the expected behaviors of both the attacker and the security entities are derived and the utility-privacy tradeoff curve is obtained. (via Semantic Scholar)
Sources: Web Of Science, NC State University Libraries
Added: August 6, 2018

2016 article

Collaborative IDS Configuration: A Two-Layer Game-Theoretical Approach

Jin, R., He, X., & Dai, H. (2016, December 1).

By: R. Jin n, X. He n & H. Dai n 

topics (OpenAlex): Network Security and Intrusion Detection; Opportunistic and Delay-Tolerant Networks; Mobile Ad Hoc Networks
TL;DR: Simulation results show that the proposed algorithm can provide an effective collaborative configuration scheme, leading to significant detection performance gain, and the conditions under which there is a guaranteed improvement in expected system performance have been derived. (via Semantic Scholar)
Source: NC State University Libraries
Added: August 6, 2018

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