杨恺｜同济大学｜学者主页

百晓学者学者目录

精选作品

期刊论文

2026

Sim2Real based Multi-Task SpatioTemporal Cellular Network Traffic Forecasting

Qingzhong Li, Hui Ma, Shaoyu Dou, Ya Liu, Kai Yang

IEEE Internet of Things Journal

DOI

2026

RoS-Guard: Robust and Scalable Online Change Detection with Delay-Optimal Guarantees

Zelin Zhu, Yancheng Huang, Kai Yang

Proceedings of the AAAI Conference on Artificial Intelligence

DOI

2026

Synergistic Localization and Sensing in MIMO–OFDM Systems via Mixed-Integer Bilevel Learning

Zelin Zhu, Kai Yang, Rui Zhang

IEEE Transactions on Cognitive Communications and Networking

DOI

2026

Map-of-Actions: Deliberate Reasoning over Multi-Labeled Graphs

Wuguang Ni, Kai Yang

DOI

2025

基于大语言模型的网络流量智能预测

周磊，石怀峰，杨恺，王睿，刘超凡

《计算机科学》

2025

Federated Distributionally Robust Optimization With Non-Convex Objectives: Algorithm and Analysis

Yang Jiao, Kai Yang, Dongjin Song

IEEE Transactions on Mobile Computing

DOI

2025

Argus: Federated Non-Convex Bilevel Learning Over 6G Space-Air-Ground Integrated Network

Ya Liu, Kai Yang, Yu Zhu, Keying Yang, Haibo Zhao

IEEE Transactions on Network Science and Engineering

DOI

2025

GPU-Accelerated Parallel Bilevel Optimization for Roubst 6G ISAC

Xingdi Chen, Kai Yang

Proceedings of the AAAI Conference on Artificial Intelligence

DOI

2025

Asynchronous Decentralized Federated Anomaly Detection for 6G Networks

Ya Liu, Kai Yang

IEEE Transactions on Cognitive Communications and Networking

DOI

2025

PR-Attack: Coordinated Prompt-RAG Attacks on Retrieval-Augmented Generation in Large Language Models via Bilevel Optimization

Yang Jiao, Xiaodong Wang, Kai Yang

International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR)

DOI

2025

Machine Learning Model Trading With Verification Under Information Asymmetry

Xiang Li, Jianwei Huang, Kai Yang, Chenyou Fan

IEEE Transactions on Networking

DOI

2025

Cellular Traffic Prediction via Byzantine-Robust Asynchronous Federated Learning

Hui Ma, Kai Yang, Yang Jiao

IEEE Transactions on Network Science and Engineering

DOI

2025

A Nested Zeroth-Order Fine-Tuning Approach for Cloud-Edge LLM Agents

Ya Liu, Kai Yang, Kai Yang, Yu Zhu, Keying Yang, Keying Yang, Chengtao Jian, Wuguang Ni, Xiaozhou Ye, Ye Ouyang

Lecture notes in computer science

DOI

2024

Fingerprinting Industrial IoT devices based on multi-branch neural network

Kai Yang, Qiang Li, Haining Wang, Limin Sun, Jiqiang Liu

Expert Systems With Applications，Vol. 238

DOI

2024

Distributionally Robust Beamforming for Multicell ISAC: A Chance Constrained Optimization Approach

Yu Xiong, Kai Yang

DOI

2024

Interventional Causal Structure Discovery Over Graphical Models With Convergence and Optimality Guarantees

Chengbo Qiu, Kai Yang

IEEE Transactions on Network Science and Engineering

DOI

2024

Anomaly Detection in Event-Triggered Traffic Time Series via Similarity Learning

Shaoyu Dou, Kai Yang, Yang Jiao, Chengbo Qiu, Kui Ren

IEEE Transactions on Dependable and Secure Computing

DOI

2024

Provably Convergent Federated Trilevel Learning

Yang Jiao, Kai Yang, Tiancheng Wu, Chengtao Jian, Jianwei Huang

Proceedings of the AAAI Conference on Artificial Intelligence

DOI

2024

Robust Beamforming for Downlink Multi-Cell Systems: A Bilevel Optimization Perspective

Xingdi Chen, Yu Xiong, Kai Yang

Proceedings of the AAAI Conference on Artificial Intelligence

DOI

2023

Unsupervised Deep Learning for IoT Time Series

Ya Liu, Yingjie Zhou, Kai Yang, Xin Wang

IEEE Internet of Things Journal

DOI

2023

AI Empowered Net-RCA for 6G

Chengbo Qiu, Kai Yang, Ji Wang, Shenjie Zhao

IEEE Network

DOI

2023

MetaSTNet: Multimodal Meta-Learning for Cellular Traffic Conformal Prediction

Hui Ma, Kai Yang

IEEE Transactions on Network Science and Engineering

DOI

2023

Log Anomaly Detection by Adversarial Autoencoders With Graph Feature Fusion

Yuxia Xie, Kai Yang

IEEE Transactions on Reliability

DOI

2023

Machine Learning Model Trading with Information Asymmetry

Xiang Li, Jianwei Huang, Kai Yang, Chenyou Fan

International Conference on Communications

DOI

2023

Secrecy Wireless Information and Power Transfer in Ultra-Dense Cloud-RAN with Wireless Fronthaul

Ji Wang, Xinxin Ma, Le Zheng, Kai Yang, Zhao Chen, Qiaoqiao Xia

IEEE Wireless Communications and Networking Conference

DOI

2022

Trustworthy Federated Learning via Blockchain

Zhanpeng Yang, Yuan-Ming Shi, Yong Zhou, Zixin Wang, Kai Yang

IEEE Internet of Things Journal

DOI

2022

Over-the-Air Computation for Vertical Federated Learning

Xiangyu Zeng, Shu-Hao Xia, Kai Yang, Youlong Wu, Yuan-Ming Shi

2022 IEEE International Conference on Communications Workshops (ICC Workshops)

DOI

2022

Coded computing for on-device cooperative inference

Yuan-Ming Shi, Kai Yang, Zhanpeng Yang, Yong Zhou

Mobile Edge Artificial Intelligence

DOI

2022

Reconfigurable intelligent surface aided federated learning

Yuan-Ming Shi, Kai Yang, Zhanpeng Yang, Yong Zhou

Mobile Edge Artificial Intelligence

DOI

2022

Over-the-air computation for federated learning

Yuan-Ming Shi, Kai Yang, Zhanpeng Yang, Yong Zhou

Mobile Edge Artificial Intelligence

DOI

2022

Model compression for on-device inference

Yuan-Ming Shi, Kai Yang, Zhanpeng Yang, Yong Zhou

Mobile Edge Artificial Intelligence

DOI

2022

Blind over-the-air computation for federated learning

Yuan-Ming Shi, Kai Yang, Zhanpeng Yang, Yong Zhou

Mobile Edge Artificial Intelligence

DOI

2022

Conclusions and future directions

Yuan-Ming Shi, Kai Yang, Zhanpeng Yang, Yong Zhou

Mobile Edge Artificial Intelligence

DOI

2022

Computation offloading for edge cooperative inference

Yuan-Ming Shi, Kai Yang, Zhanpeng Yang, Yong Zhou

Mobile Edge Artificial Intelligence

DOI

2022

Cellular traffic prediction via deep state space models with attention mechanism

Hui Ma, Kai Yang, Man-On Pun

Computer Communications

DOI

2022

Robust Group Anomaly Detection for Quasi-Periodic Network Time Series

Kai Yang, Shaoyu Dou, Pan Luo, Xin Wang, H. Vincent Poor

IEEE Transactions on Network Science and Engineering

DOI

2022

TimeAutoAD: Autonomous Anomaly Detection With Self-Supervised Contrastive Loss for Multivariate Time Series

Yang Jiao, Kai Yang, Dongjing Song, Dacheng Tao

IEEE Transactions on Network Science and Engineering

DOI

2021

Hybrid Precoding for Cluster-Based Multi-Carrier Beam Division Multiple Access in Terahertz Wireless Communications

Hang Yuan, Xiang Wang, Kai Yang, Jianping An

China Communications

2021

Edge-Centric Bandit Learning for Task-Offloading Allocations in Multi-RAT Heterogeneous Networks

Bochun Wu, Tianyi Chen, Kai Yang, Xin Wang

IEEE Transactions on Vehicular Technology

DOI

2020

Federated Machine Learning for Intelligent IoT via Reconfigurable Intelligent Surface

Kai Yang, Yuan-Ming Shi, Yong Zhou, Zhanpeng Yang, Liqun Fu, Wei Chen

IEEE Network

DOI

2020

Fog Intelligence for Network Anomaly Detection

Kai Yang, Hui Ma, Shaoyu Dou

IEEE Network

DOI

2020

Unsupervised Anomaly Detection in Heterogeneous Network Time Series with Mixed Sampling Rates

Shaoyu Dou, Kai Yang, Pan Luo, Yang Jiao

2020

Communication-Efficient Edge AI: Algorithms and Systems

Yuan-Ming Shi, Kai Yang, Tao Jiang, Jun Zhang, K. Letaief

IEEE Communications Surveys and Tutorials

DOI

2020

15 Generalized Low-Rank Optimization for Ultra-dense Fog-RANs

Yuan-Ming Shi, Kai Yang, Yang Yang

2020

Communication-Efficient Edge AI Inference Over Wireless Networks

Kai Yang, Yong Zhou, Zhanpeng Yang, Yuan-Ming Shi

arXiv.org

DOI

2020

Extending the Welch Bound: Non-Orthogonal Pilot Sequence Design for Two-Cell Interference Networks

Ji Wang, Jun Sun, Xiaodong Wang, Kai Yang, Yingzhuang Liu

IEEE Transactions on Wireless Communications

DOI

2019

Blind Demixing for Low-Latency Communication

Jialin Dong, Kai Yang, Yuan-Ming Shi

IEEE Transactions on Wireless Communications

DOI

2019

Multicast Precoding for Multigateway Multibeam Satellite Systems With Feeder Link Interference

Ji Wang, Longfei Zhou, Kai Yang, Xiao-Dong Wang, Ying-Zhuang Liu

IEEE Transactions on Wireless Communications

DOI

2019

Energy-Efficient Processing and Robust Wireless Cooperative Transmission for Edge Inference

Kai Yang, Yuan-Ming Shi, Wei Yu, Z. Ding

IEEE Internet of Things Journal

DOI

2019

Utilizing Active Sensor Nodes in Smart Environments for Optimal Communication Coverage

Tao Xie, Chunjiong Zhang, Zheng-Wan Zhang, Kai Yang

IEEE Access

DOI

2019

Federated Learning Based on Over-the-Air Computation

Kai Yang, Tao Jiang, Yuan-Ming Shi, Z. Ding

ICC 2019 - 2019 IEEE International Conference on Communications (ICC)

DOI

2019

Reconfigurable Intelligent Surface for Green Edge Inference

Sheng Hua, Yong Zhou, Kai Yang, Yuan-Ming Shi, Kun-Lun Wang

IEEE Transactions on Green Communications and Networking

DOI

2019

Positioning optimisation based on particle quality prediction in wireless sensor networks

Chunjiong Zhang, Tao Xie, Kai Yang, Hui Ma, Yuxia Xie, Yueyao Xu, Pan Luo

IET Networks

DOI

2019

Pliable Data Shuffling for On-device Distributed Learning

Tao Jiang, Kai Yang, Yuan-Ming Shi

IEEE International Conference on Acoustics, Speech, and Signal Processing

DOI

2019

Deep Learning Tasks Processing in Fog-RAN

Sheng Hua, Xiangyu Yang, Kai Yang, Gao Yin, Yuan-Ming Shi, Hao Wang

IEEE Vehicular Technology Conference

DOI

2019

On-Device Federated Learning via Second-Order Optimization with Over-the-Air Computation

Sheng Hua, Kai Yang, Yuan-Ming Shi

IEEE Vehicular Technology Conference

DOI

2019

PC2A: Predicting Collective Contextual Anomalies via LSTM With Deep Generative Model

Shaoyu Dou, Kai Yang, H. Vincent Poor

IEEE Internet of Things Journal

DOI

2019

Guest Editorial Special Issue on AI Enabled Cognitive Communication and Networking for IoT

Kai Yang, Sijia Liu, Lin Cai, Yasin Yılmaz, Pin‐Yu Chen, Anwar Walid

IEEE Internet of Things Journal

DOI

2018

Design of Network Coding for Wireless Broadcast and Multicast With Optimal Decoders

G. Yue, Kai Yang, Shengjie Zhao, H. Poor

IEEE Transactions on Wireless Communications

DOI

2018

Federated Learning via Over-the-Air Computation

Kai Yang, Tao Jiang, Yuan-Ming Shi, Z. Ding

IEEE Transactions on Wireless Communications

DOI

2018

Generalized Low-Rank Optimization for Topological Cooperation in Ultra-Dense Networks

Kai Yang, Yuan-Ming Shi, Z. Ding

IEEE Transactions on Wireless Communications

DOI

2018

Active Learning for Wireless IoT Intrusion Detection

Kai Yang, J. Ren, Yanqiao Zhu, Weiyi Zhang

IEEE wireless communications

DOI

2018

Low-Rank Optimization for Data Shuffling in Wireless Distributed Computing

Kai Yang, Yuan-Ming Shi, Z. Ding

IEEE International Conference on Acoustics, Speech, and Signal Processing

DOI

2018

Data Shuffling in Wireless Distributed Computing via Low-Rank Optimization

Kai Yang, Yuan-Ming Shi, Z. Ding

IEEE Transactions on Signal Processing

DOI

2017

Energy Efficiency Optimization for D2D Communications Based on SCA and GP Method

Xiaozheng Gao, Hangcheng Han, Kai Yang, Jianping An

China Communications

2017

Millimeter Wave Communications for Future Mobile Networks

Ming Xiao, Shahid Mumtaz, Yong-Ming Huang, Linglong Dai, Yong-Hui Li, M. Matthaiou, G. Karagiannidis, Emil Björnson, Kai Yang, C. I, Amitabha Ghosh

IEEE Journal on Selected Areas in Communications

DOI

2017

Deep Network Analyzer (DNA): A Big Data Analytics Platform for Cellular Networks

Kai Yang, Ruilin Liu, Yanjia Sun, Jin Yang, Xin Chen

IEEE Internet of Things Journal

DOI

2017

Generalized matrix completion for low complexity transceiver processing in cache-aided Fog-RAN via the Burer-Monteiro approach

Kai Yang, Yuan-Ming Shi, Z. Ding

IEEE Global Conference on Signal and Information Processing

DOI

2017

Millimeter Wave Communications for Future Mobile Networks (Guest Editorial), Part I

Ming Xiao, Shahid Mumtaz, Yongming Huang, Linglong Dai, Yonghui Li, Michail Matthaiou, George K. Karagiannidis, Emil Björnson, Kai Yang, I Chih‐Lin, Amitabha Ghosh

IEEE Journal on Selected Areas in Communications

DOI

2017

Decentralized Beamforming for Weighted Sum Energy Efficiency Maximization in MIMO Systems

Fengxia Han, Shengjie Zhao, Lu Zhang, Kai Yang, Jie Shen

Globecom

DOI

2016

Low-Rank Matrix Completion for Mobile Edge Caching in Fog-RAN via Riemannian Optimization

Kai Yang, Yuan-Ming Shi, Z. Ding

Global Communications Conference

DOI

2016

A low-rank approach for interference management in dense wireless networks

Kai Yang, Yuan-Ming Shi, Jun Zhang, Z. Ding, K. Letaief

IEEE Global Conference on Signal and Information Processing

DOI

2016

Robust Cooperative Wi-Fi Fingerprint-Based Indoor Localization

Leian Chen, Kai Yang, Xiaodong Wang

IEEE Internet of Things Journal

DOI

2013

Power-Saving Scheduling Algorithm for Wireless Sensor Networks

Ting-Chu Chi, Pin-Jui Chen, Weigong Chang, Kai Yang, Der-Jiunn Deng

EMC/HumanCom

DOI

2012

Multiple Timescale Energy Scheduling for Wireless Communication with Energy Harvesting Devices

Hua Xiao, Huaizong Shao, Kai Yang, Yang Fan, Wen-Qin Wang

会议论文

2019

A Microservices Oriented Edge Computing Framework for LVC Simulation in the IoT Era

Wenxin Sun, Yanlong Zhai, Tianhong Bao, Muhammad Mudassar, Jun Shen, Kai Yang

Proceedings of The 11th International Conference on Computer Modeling and Simulation(ICCMS 2019)Workshop The 8th International Conference on Intelligent Computing and Applications(ICICA 2019)

DOI