Welcome to Guangxu Zhu's Homepage
Bio:
I am the deputy director and a senior research scientist of information system lab at the Shenzhen research institute of big data, associated with the Chinese University of Hong Kong, Shenzhen. I received the Ph.D. degree under the supervision of Prof. Kaibin Huang in electrical and electronic engineering from The University of Hong Kong in 2019, and the BS and MS degrees under the supervision of Prof. Caijun Zhong in information and communication engineering from Zhejiang University in 2012 and 2015, respectively. My recent research interests include large fundation model, edge intelligence, integrated sensing and communication, intelligent radio-access network. I am a recipient of 2023 IEEE ComSoc Asia-Pacific Best Young Researcher Award and Outstanding Paper Award, the World's Top 2% Scientists by Stanford University, AI 2000 Most Influential Scholar Award Honorable Mention, the Young Scientist Award from UCOM 2023, First Prize of National ‘‘Bloom Cup’’ 5G Industrial Competition in 2022, Second Prize of Natural Science Award of Zhejiang Province, Runner-up (2nd place) of ITU AI/ML in 5G Challenge 2023, the Hong Kong Postgraduate Fellowship (HKPF), the Outstanding Ph.D. Thesis Award from HKU, and the Best Paper Award from WCSP 2013 and IEEE JSnC 2024. I serve as associated editors at top-tier IEEE ComSoc journals including IEEE TWC and IEEE WCL and track/symposium/workshop co-chairs of several IEEE major conferences including IEEE PIMRC 2021, WCSP 2023, IEEE Globecom 2023, VTC-fall 2023, ICASSP 2024, WCNC 2024, PIMRC 2024, I am the vice co-chair of the IEEE ComSoc Asia-Pacific Board Young Professionals Committee.
Email: gxzhu@sribd.cn
Recruiting:
We are actively looking for Ph.D. students who are self-motivated and have a strong background in mathematics, machine learning, and wireless communications （joint Ph.D. program with Chinese University of Hong Kong, Shenzhen. More details can be found at http://www.sribd.cn/taxonomy/term/240）. We also welcome applications of Post-Doctoral Researchers, and Visiting Students (highly competitive salary can be offered). Please feel free to drop me an email with your CV, transcript, awards and publications (if any).
News:
[Jun. 2024] Our paper "Channel Estimation for STAR-RIS-assisted Multi-user mmWave Wireless Systems" has been submitted to IEEE for possible publication.
[May. 2024] I am promoted to senior research scientist.
[Apr. 2024] Our paper "Clustered Federated Multi-Task Learning: A Communication-and-Computation Efficient Sparse Sharing Approach" has been submitted to IEEE for possible publication.
[Apr. 2024] Our paper "TinyFEL: Communication, Computation, and Memory Efficient Tiny Federated Edge Learning via Model Sparse Update" has been submitted to IEEE for possible publication.
[Apr. 2024] Our paper "Integrating Sensing, Communication, and Power Transfer: Multiuser Beamforming Design" has been accepted by IEEE J. Sel. Area Commun. (Available: ArXiv).
[Apr. 2024] Our paper "Collaborative Edge AI Inference over Cloud-RAN", has been accepted by IEEE Trans. Commun. (Available: ArXiv)
[Apr. 2024] Our paper "pFedLVM: A Large Vision Model (LVM)-Driven and Latent Feature-Based Personalized Federated Learning Framework in Autonomous Driving" has been submitted to IEEE for possible publication.
[Mar. 2024] Our paper "Rethinking Resource Management in Edge Learning: A Joint Pre-training and Fine-tuning Design Paradigm" has been submitted to IEEE for possible publication. （Available:ArXiv）
[Mar. 2024] I am appointed as the deputy director of the information system Lab in SRIBD.
[Mar. 2024] Congratulations to our group members Zhijie Cai whose work on "Integrated sensing and learning for better generalized edge AI" won the best paper award at the 4th IEEE international symposium on Joint Communication & Sensing (JSnC 2024).
[Mar. 2024] Our paper "RadioGAT: A Joint Model-based and Data-driven Framework for Multi-band Radiomap Reconstruction via Graph Attention Networks" has been submitted to IEEE for possible publication. （Available: ArXiv）
[Mar. 2024] Our paper "Beamforming Design for Semantic-Bit Coexisting Communication System" has been submitted to IEEE for possible publication. (Available: ArXiv)
[Mar. 2024] Our paper "Exploiting Beam Split Effect on Wideband Beam Alignment: A Deep Unfolding Based Posterior Matching Approach" has been submitted to IEEE for possible publication.
[Feb. 2024] Our paper "Integrating Sensing, Communication, and Power Transfer: From Theory to Practice" has been accepted by IEEE Communications Magazine. (Available: ArXiv).
[Feb. 2024] Our paper "Sum-Rate Maximization for STAR-RIS-Assisted Multi-User Networks with Hardware Impairments" has been submitted accepted by IEEE Wireless Communications Letters.
[Jan. 2024] Our book chapter "Over-the-Air Computation" has been published in Wiley.
[Jan. 2024] Our paper "Global Competitive Situation of 6G Key Technology R&D and China’s Countermeasures" has been accepted by Strategic Study of Chinese Academy of Engineering.
[Jan. 2024] I was appointed as the vice co-chair of IEEE ComSoc Asia-Pacific Board Young Professionals Committee (YPC).
[Jan. 2024] Our paper "Communication-and-Energy Efficient Over-the-Air Federated Learning" has been submitted to IEEE for possible publication.
[Dec. 2023] Our paper "Task-Oriented Mode Selection for Edge AI Inference via Integrated Sensing-Communication-Computation" has been submitted to IEEE for possible publication.
[Dec. 2023] Our paper "Semantic Communications for Image Recovery and Classification via Deep Joint Source and Channel Coding" has been accepted by IEEE Trans. Wireless Commun. (Available: ArXiv)
[Dec. 2023] Our paper "Joint Compression and Deadline Optimization for Wireless Federated Learning" has been accepted by IEEE Trans. Mobile Compt. （Available: ArXiv）
[Dec. 2023] Congratulations to our group members: Tingwei, Yantao, Zijian, Hanzi, Xinhao won the runner up 2nd place prize in the AI/ML for 5G-Energy Consumption Modelling Global Challenge.
[Nov. 2023] Congratulations to our group members: Tingwei，Zhijie，Zijian，Yihang，Fanyi won the third prize for the First Wi-Fi Sensing Contest in the track of detection and localization.
[Nov. 2023] 团队荣获浙江省自然科学二等奖（link）
[Nov. 2023] I am appointed as an Associate Editor for IEEE Transactions on Wireless Communications starting from Nov. 2023.
[Nov. 2023] Our paper "6G Non-Terrestrial Networks Enabled Low-Altitude Economy: Opportunities and Challenges" has been submitted to IEEE for possible publication. (Available: ArXiv).
[Nov. 2023] Our paper "An Overview on Edge Perception: Intelligent Wireless Sensing at Network Edge", has been submitted to IEEE for possible publication.
[Oct. 2023] I am honor to receive the IEEE ComSoc Asia-Pacific Best Young Researcher Award and Outstanding Paper Award. (Award info, News)
[Oct. 2023] I am honor to receive the World’s Top 2% Scientist by Stanford University, 2023. (Link).
[Sep. 2023] I am appointed as an Associate Editor for IEEE Wireless Communications Letters starting from Sep. 2023.
[Aug. 2023] Our paper "Multi-Feature Traffic Prediction Based on Signaling Information for Cellular Network", has been accepted by IEEE Trans. Veh. Tech..
[Aug. 2023] Our paper "Federated Learning with Energy Harvesting Devices", has been accepted by IEEE Trans. Green Commun. Netw..
[Aug. 2023] Our paper "Integrated Sensing-Communication-Computation for Over-the-Air Edge AI Inference", has been accepted by IEEE Trans. Wireless Commun.
[Aug. 2023] Two papers on vision aided wireless sensing have been accepted by MobiCom 2023.
[Jul. 2023] I received the Young Scientist Award in UCOM 2023.
[Jul. 2023] Our paper "Task-Oriented Sensing, Computation, and Communication Integration for Multi-Device Edge AI" has been accepted by IEEE Trans. Wireless Commun. （Available: ArXiv）(Related Code)
[Jul. 2023] Our paper " Task-Oriented Integrated Sensing, Computation and Communication for Wireless Edge AI " has been accepted by IEEE Network Magazine. (Available: ArXiv)
[Jul. 2023] Our paper "Task-Oriented Over-the-Air Computation for Multi-Device Edge AI" has been accepted by IEEE Trans. Wireless Commun. (Available: ArXiv)
[Jun. 2023] Our paper "An Overview on Over-the-Air Federated Edge Learning" has been accepted by IEEE Wireless Commun. Magazine. （Available: ArXiv）
[Jun. 2023] Our paper "Communication Resources Constrained Hierachical Federated Learning for End-to-End Autonomous Driving" has been accepted by IROS 2023 (Top Conference in Robotics).
[Jun. 2023] Our paper "Integrated Sensing, Computation, and Communication for UAV-assisted Federated Edge Learning", has been submitted to IEEE for possible publication. (Available: ArXiv)
[May. 2023] Our paper "Wireless Image Transmission with Semantic and Security Awareness" has been accepted by IEEE Wireless Commun. Lett. for possible publication.（Available: ArXiv）
[Mar. 2023] Our paper "Large-Scale Bandwidth and Power Optimization for Multi-Modal Edge Autonomous Driving" has been accepted by IEEE Wirelesss Commun. Lett. (Available: ArXiv)
[Mar. 2023] Our paper "Task-oriented Over-the-air Computation for Device-edge Co-inference with Balanced Classification Accuracy" has been submitted to IEEE for possible publication.
[Jan. 2023] Our paper "Adaptive Load Balancing and Bandwidth Allocation for Partitioned Edge Learning over Fast Fading Channels" has been submitted to IEEE for possible publication.
[Dec. 2022] Our paper "Integrated Sensing, Communication, and Computation Over-the-Air: MIMO Beamforming Design" has been accepted by IEEE Trans. Wireless Commun. (Available: ArXiv)
[Dec. 2022] Our paper "ISAC-Accelerated Edge Intelligence System: Framework, Optimization and Analysis" has been accepted by IEEE Trans. Green Commun. Netw.
[Nov. 2022] Our paper "Pushing AI to wireless network edge: An overview on integrated sensing, communication, and computation towards 6G" has been accepted by Sci. China Inf. Sci.（Available: ArXiv）
[Nov. 2022] Our paper "Toward Ambient Intelligence: Federated Edge Learning with Task-Oriented Sensing, Computation, and Communication Integration" has been accepted by IEEE J. Sel. Signal. Prosess.. (Available: ArXiv) （Related Code）.
[Sep. 2022] 团队荣获第五届“绽放杯”5G应用征集大赛公共安全赛道一等奖 （官方新闻）