個(gè)人簡(jiǎn)介
廖國(guó)成，助理教授，碩士生導(dǎo)師。2021年4月入選必贏3003no1線路檢測(cè)中心百人計(jì)劃，加入必贏3003no1線路檢測(cè)中心。2021年于香港中文大學(xué)信息工程系獲得博士學(xué)位；2019 于加州理工學(xué)院進(jìn)行交流訪問(wèn)；2016年于必贏3003no1線路檢測(cè)中心電子與信息工程學(xué)院獲學(xué)士學(xué)位。主要研究方向?yàn)?strong>邊緣計(jì)算、算力網(wǎng)絡(luò)、聯(lián)邦學(xué)習(xí)、隱私保護(hù)、群智感知、物聯(lián)網(wǎng)、網(wǎng)絡(luò)優(yōu)化。主持國(guó)自然青基和廣東省面上項(xiàng)目。近年來(lái)的工作多發(fā)表于國(guó)際頂級(jí)會(huì)議和期刊，包括 CCF A 類(lèi)期刊ACM/IEEE Trans. on Networking, IEEE Trans. on Mobile Computing, IEEE Trans. on Services Computing, CCF A 類(lèi)會(huì)議 Infocom，曾獲 2017 IEEE ComSoc Young Professional Best Paper Award。
郵箱
liaogch6@mail.sysu.edu.cn
招生：
主要研究方向包括邊緣計(jì)算、算力網(wǎng)絡(luò)、聯(lián)邦學(xué)習(xí)、網(wǎng)絡(luò)優(yōu)化、隱私保護(hù)、群智感知、聯(lián)邦學(xué)習(xí)、物聯(lián)網(wǎng)。歡迎感興趣的本科生和有意讀研的同學(xué)通過(guò)郵箱(liaogch6@mail.sysu.edu.cn)與我聯(lián)系。優(yōu)秀的畢業(yè)生可推薦到國(guó)內(nèi)外高校深造，或推薦至各大互聯(lián)網(wǎng)公司實(shí)習(xí)就業(yè)。
個(gè)人主頁(yè)：https://liaogch.github.io/
學(xué)術(shù)成果
期刊論文
[ToN] Rui Li, Tao Ouyang, Liekang Zeng, Guocheng Liao, Zhi Zhou, Xu Chen, "Online Optimization of DNN Inference Network Utility in Collaborative Edge Computing," IEEE/ACM Transactions on Networking. (CCF-A類(lèi)期刊)
[TMC] Guocheng Liao?, Bing Luo?, Yutong Feng, Meng Zhang, and Xu Chen (?equal contributions), "Optimal Mechanism Design for Heterogeneous Client Sampling in Federated Learning," IEEE Transactions on Mobile Computing (TMC). (CCF-A類(lèi)期刊)
[TMC] Wuxing Mao, Qian Ma, Guocheng Liao, and Xu Chen, "Game Analysis and Incentive Mechanism Design for Differentially Private Cross-silo Federated Learning," IEEE Transactions on Mobile Computing. (CCF-A類(lèi)期刊)
[ToN] Peng Sun, Guocheng Liao, Xu Chen, and Jianwei Huang, "A Socially Optimal Data Marketplace with Differentially Private Federated Learning," IEEE/ACM Transactions on Networking, accepted. (CCF-A類(lèi)期刊)
[TSC] Kean Ren （碩士生）, Guocheng Liao （通信作者）, Qian Ma, and Xu Chen, "Differentially Private Auction Design for Federated Learning with non-IID Data," IEEE Transactions on Services Computing (CCF-A類(lèi)期刊).
[MOR] Guocheng Liao?, Yu Su?, Juba Ziani, Adam Wierman, and Jianwei Huang, "The Privacy Paradox and Optimal Bias-VarianceTrade-offs in Data Acquisition," Mathematics of Operations Research (?equal contributions).
[TMC] Jingyi Li, Guocheng Liao, Lin Chen, and Xu Chen, "Roulette: A Semantic Privacy-Preserving Device-Edge Collaborative Inference Framework for Deep Learning Classification Tasks," IEEE Transactions on Mobile Computing (CCF-A類(lèi)期刊)
[ToN] Guocheng Liao, Xu Chen, and Jianwei Huang, "Privacy Protection under Incomplete Social and Data Correlation Information," IEEE/ACM Transactions on Networking, vol. 31, no. 6, December 2023. (CCF-A類(lèi)期刊)
[JSA]Pu Wang, Tao Ouyang, Guocheng Liao, Jie Gong, Shuai Yu, Xu Chen, ''Edge intelligence in motion: Mobility-aware dynamic DNN inference service migration with downtime in mobile edge computing," Journal of Systems Architecture, vol. 130, Sept. 2022. (CCF-B類(lèi)期刊)
[ToN] Guocheng Liao, Xu Chen, and Jianwei Huang, "Privacy-Aware Online Social Networking with Targeted Advertisement," IEEE/ACM Transactions on Networking, vol.30, no.3, pp.1312 - 1327, June 2022. (CCF-A類(lèi)期刊)
[ToN] Guocheng Liao, Xu Chen, and Jianwei Huang, "Social-Aware Privacy-Preserving Mechanism for Correlated Data," IEEE/ACM Transactions on Networking, vol.28., no.4, pp.1671-1683, August 2020. (CCF-A類(lèi)期刊)
[ToN] Guocheng Liao, Xu Chen, and Jianwei Huang, "Prospect Theoretic Analysis of Privacy-Preserving Mechanism," IEEE/ACM Transactions on Networking, vol.28, no.1, pp.71-83, February 2020. (CCF-A類(lèi)期刊)
會(huì)議論文
[ICC'24] Zejian Chen（碩士生）, Guocheng Liao （通信作者）, Qian Ma, and Xu Chen, "Adaptive Privacy Budget Allocation in Federated Learning: A Multi-Agent Reinforcement Learning Approach," IEEE International Conference on Communications, 2024. (CCF-C類(lèi)會(huì)議)
[INFOCOM’22] Peng Sun, Xu Chen, Guocheng Liao, and Jianwei Huang, "A Profit-Maximizing Model Marketplace with Differentially Private Federated Learning," IEEE International Conference on Computer Communications, 2022. (CCF-A類(lèi)會(huì)議)
[EC’21] Guocheng Liao?, Yu Su?, Juba Ziani, Adam Wierman, and Jianwei Huang, "The Privacy Paradox and Optimal Bias-VarianceTrade-offs in Data Acquisition," ACM Conference on Economics and Computation, 2021 (?equal contributions).
[INFOCOM’20] Guocheng Liao, Xu Chen, and Jianwei Huang, "Privacy Policy in Online Social Network with Targeted Advertising Business," IEEE International Conference on Computer Communications, 2020. (CCF-A類(lèi)會(huì)議)
[MobiHoc’18] Guocheng Liao, Xu Chen, and Jianwei Huang, "Social-Aware Privacy-Preserving Correlated Data Collection," ACMInternational Symposium on Mobile Ad Hoc Networking and Computing, 2018. (CCF-B類(lèi)會(huì)議)
[GLOBECOM’17] Guocheng Liao, Xu Chen, and Jianwei Huang, "Optimal Privacy-Preserving Data Collection: A Prospect Theory Perspective," IEEE Global Communications Conference, 2017. (IEEE Communication Society Young Professional Best Paper Award)
科研項(xiàng)目
國(guó)家自然科學(xué)基金青年項(xiàng)目，2023-2025，主持
廣東省自然科學(xué)基金面上項(xiàng)目，2024-2026，主持
獲獎(jiǎng)榮譽(yù)
Global Scholarship Programme for Research Excellence, CUHK, 2019
IEEE Communication Society Young Professional Best Paper Award, 2017
學(xué)術(shù)服務(wù)
期刊和會(huì)議審稿人：OR, ToN, IoTJ, TNSE, INFOCOM, WCNC, Globecom
