作为核心技术负责人参与了国家重点研发计划项目、甘肃省重点研发计划项目、中央高校基本科研业务费重点项目、国家电网科技项目等各类横纵向项目十余个。

近五年，在IJIM、MM、IOTJ等领域高水平期刊或会议上发表各类型研究论文二十余篇，累计被引超过300次。其中，一项理论研究成果入选ESI高被引论文，两项新型攻击范式研究入选有“黑客奥斯卡”之称的工业界顶级信息安全会议Black Hat。

[1] Yingli Z, Jiali M, Xin L*, et al. An Efficient Smart Contract Vulnerability Detector Based on Semantic Contract Graphs Using Approximate Graph Matching[J]. IEEE Internet of Things Journal, 2023. (Top, IF=10.6, Early Access)

[2] Yu Q, Liu X*, Zhou Q, et al. Code classification with graph neural networks: Have you ever struggled to make it work?[J]. Expert Systems with Applications, 2023: 120978.（Top, IF=8.5）

[3] Liu X, Tan Y, Xiao Z, et al. Not The End of Story: An Evaluation of ChatGPT-Driven Vulnerability Description Mappings[C]//Findings of the Association for Computational Linguistics: ACL 2023. 2023: 3724-3731.（CCFA，Findings）

[4] Ye G, Liu X*, Fan S, et al. Novel supply chain vulnerability detection based on heterogeneous-graph-driven hash similarity in IoT[J]. Future Generation Computer Systems, 2023.（Top, IF=7.5）

[5]Xin L, Ziang L, Yingli Z, et al. TCN enhanced novel malicious traffic detection for IoT devices[J]. Connection Science, 2022, 34(1): 1322-1341.（CCF C, IF=5.3）

[6] Xin L, Yuan T, Rui C, et al.Human or Not: Can You Really Detect the Fake Voices?[C]//Black Hat USA 2022: AI and Defense. 2022. (Top Hacker Conference)

[7] Liu X, Wu Y, Yu Q, et al. PG-VulNet: Detect Supply Chain Vulnerabilities in IoT Devices using Pseudo-code and Graphs[C]//Proceedings of the 16th ACM/IEEE International Symposium on Empirical Software Engineering and Measurement. 2022: 205-215.（CCF B）

[8] Xin L, Rui C, Yuanyuan H, et al. Disappeared Coins: Steal Hashrate in Stratum Secretly[C]//Black Hat Asia 2021: Applied Security and Network Security. 2021. (Top Hacker Conference)

[9] Liu X, Zhang W, Zhou X, et al. MECGuard: GRU enhanced attack detection in Mobile Edge Computing environment[J]. Computer Communications, 2021, 172: 1-9. (CCF C, IF=6.0)

[10]Yong B, Shen J, Liu X, et al. An intelligent blockchain-based system for safe vaccine supply and supervision[J]. International Journal of Information Management, 2020, 52: 102024. (Top, IF=21.0)

与华为、百度、国家电网、中国移动等知名企业，清华大学、浙江大学等知名高校，以及开放原子基金会(OpenAtom)、开源自动化开发实验室(OSADL)等开源社区建立了长期科研协作关系。

1.甘肃省科技进步二等奖(2021)

2. OpenHarmony社区安全治理开拓者(2023)

1. 开放原子基金会OpenHarmony项目群安全委员会委员

2. 兰州谷歌开发者社区(GDG Lanzhou)组织者

3. 担任IEEE Internet of Things Journal、Expert Systems with Applications、Computers& Security、Computer Networks、Connection Science等期刊的审稿人

4. 必赢nn699netOpenHarmony俱乐部指导教师

//Truth is behind the weakest password in the world.

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