Graph Neural Networks for Scalable Radio Resource Management: Architecture Design and Theoretical Analysis

Yifei Shen, Yuanming Shi, Jun Zhang, +1

IEEE Journal on Selected Areas in Communications

Architecture DesignEngineeringMachine LearningNeural Networks (Machine Learning)Network Analysis +21

LORM: Learning to Optimize for Resource Management in Wireless Networks With Few Training Samples

Yifei Shen, Yuanming Shi, Jun Zhang, +1

IEEE Transactions on Wireless Communications

Mathematical ProgrammingCross-layer OptimizationEngineeringMachine LearningResource Management +17

Large Language Models Empowered Autonomous Edge AI for Connected Intelligence

Yifei Shen, Jiawei Shao, Xinjie Zhang, +5

IEEE Communications Magazine

Artificial IntelligenceEngineeringMachine LearningEdge DeviceIntelligent Systems +20

Invariant Information Bottleneck for Domain Generalization

Bo Li, Yifei Shen, Yezhen Wang, +5

Proceedings of the AAAI Conference on Artificial Intelligence

Artificial IntelligenceEngineeringMachine LearningComputational ComplexityData Science +15

A Graph Neural Network Approach for Scalable Wireless Power Control

Yifei Shen, Yuanming Shi, Jun Zhang, +1

Electrical EngineeringDeep Neural NetworksEngineeringGraph TheorySmart Grid +12

Engineering highly sensitive whole-cell mercury biosensors based on positive feedback loops from quorum-sensing systems

Sheng Cai, Yifei Shen, Yan Zou, +4

The Analyst

EngineeringMercury ContaminationBiomedical EngineeringBiosensorsPositive Feedback System +14

Enhanced Belief Propagation Decoder for 5G Polar Codes With Bit-Flipping

Yifei Shen, Wenqing Song, Yuqing Ren, +3

IEEE Transactions on Circuits & Systems II Express Briefs

Wireless CommunicationsEngineeringPolar DesignJoint Source-channel CodingError Correction Code +8

A Sequence Repetition Node-Based Successive Cancellation List Decoder for 5G Polar Codes: Algorithm and Implementation

Yuqing Ren, Andreas Toftegaard Kristensen, Yifei Shen, +3

IEEE Transactions on Signal Processing

Transfer Learning for Mixed-Integer Resource Allocation Problems in Wireless Networks

Yifei Shen, Yuanming Shi, Jun Zhang, +1

Improved Belief Propagation Polar Decoders With Bit-Flipping Algorithms

Yifei Shen, Wenqing Song, Houren Ji, +4

IEEE Transactions on Communications

Bit-flipping AlgorithmsEngineeringError Control TechniqueError Correction CodePolar Codes +10