范鑫鑫  副研究员  

研究方向:

所属部门:装备智能系统研究中心、智能算法安全全国重点实验室

导师类别:硕导

联系方式:fanxinxin@ict.ac.cn

个人网页:https://xinxfan.github.io/

简       历:

范鑫鑫,中国科学院计算技术研究所副研究员,研究方向涵盖:可信机器学习、LLM可解释性、算法博弈。主持国家自然基金、中科院先导课题等项目5项,经费总计900余万。在学术方面,在USENIX Security、 SIGKDD、WWW、CIKM、ACM CSUR (2024 IF=28, Ranked 1/147 in Computer Science Theory & Methods)、IEEE TPDS、IEEE TMC、IEEE TSC、IEEE TCE、ACM TWEB、The Innovation (2023 IF=33.2)、计算机研究与发展等一系列计算机学科最具影响力期刊 (ACM CSUR)、计算机安全领域四大顶会 (USENIX Security)等期刊会议上发表论文60余篇。其中,1篇获得了最佳论文奖/Microsoft Award-Honorable Mention (SCC’18),2篇获得最佳论文奖提名 (IPCCC'17, KSEM'18)。系统方面,研制了“智能算法安全分析平台”、“网络数据分析挖掘系统”,已部署应用于多个单位。

2021年10月 — 今:中科院计算所,副研究员

2017年4月 — 2021年9月:中科院计算所,助理研究员


主要论著:


2026

【USENIX Security】Xinxin Fan, Wenxiong Chen, Quanliang Jing, Chi Lin, Shaoye Luo, Wenbo Song, Yunfeng Lu. TopFeaRe: Locating Critical State of Adversarial Resilience for Graphs Regarding Topology-Feature Entanglement. The 35th USENIX Security Symposium, Accept to appear. (Cycle-1 Acceptance Rate: 20/163=12.3% in Primary Field of Security of ML)

【TSC】Wenqi Wei, Tiansheng Huang, Sihao Hu, Xinxin Fan, Rui Zhang, Jingya Zhou, Ling Liu. GradCloak: Gradient Obfuscation for Privacy-Preserving Distributed Learning as a Service. IEEE Transactions on Services Computing, 19(2): 1277-1290, 2026. [TSC 2026]

【TMC】Wei Yang, Chi Lin, Jing Deng, Haipeng Dai, Liming Chen, Xinxin Fan. Secure Charging Scheduling in Wireless Rechargeable Sensor. IEEE Transactions on Mobile Computing, 25(2): 1870-1884, 2026. [TMC 2026]

2025

【The Innovation】Jincai Huang*, Yongjun Xu*, Qi Wang*, Qi (Cheems) Wang*, Xingxing Liang*, Fei Wang*, Zhao Zhang*, Wei Wei*, Boxuan Zhang*, Libo Huang*, Jingru Chang*, Liantao Ma*, Ting Ma*, Yuxuan Liang*, Jie Zhang*, Jian Guo*, Xuhui Jiang*, Xinxin Fan*, Zhulin An*, Tingting Li* (*Co-First Author), et al. Foundation models and intelligent decision-making: Progress, challenges, and perspectives. The Innovation, 6(6): 2666-6758, 100948, 2025 (Cover Paper).

【BuildSys】Shaoye Luo, Xinxin Fan, Quanliang Jing, Men Niu, Chi Lin, Yunfeng Lu. SifterNet: Model-Agnostic Defense against Backdoor Attack in Vision Large Model. 12th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation, BuildSys, 389-393, 2025.

【TrustCom】Mengfan Li, Xinxin Fan, Quanliang Jing, Shaoye Luo, Yunfeng Lu, Jingping Bi. LDP: Latent Diffusion-based Adversarial Purification towards Transformer-based Visual Encoders. 24th IEEE International Conference on Trust, Security and Privacy in Computing and Communications, 532-539, 2025.

【C&M】Qining Sun, Zhiming Gui, Yanfang Liu, Xinxin Fan, Yunfeng Lu. Graph Neural Network-based Multi-agent Reinforcement Learning for Adversarial Policy Detection Algorithm (In Chinese). Computer and Modernization, 0(4): 42-49, 2025.

2024

【TCE】Xinxin Fan, Mengfan Li, Jia Zhou, Quanliang Jing, Chi Lin, Yunfeng Lu, Jingping Bi. GCSA: A New Adversarial Example-Generating Scheme Toward Black-Box Adversarial Attacks. IEEE Trans. Consumer Electron. 70(1): 2038-2048, 2024.

【TMC】Chi Lin, Zhouhe Sun, Asfandeyar Ahmad, Xinxin Fan, Yi Wang, Lei Wang, Xin Fan, Guowei Wu. AirWrite: An Aerial Handwriting Trajectory Tracking and Recognition System With mmWave. IEEE Trans. Mob. Comput. 23(12): 13325-13341, 2024. [TMC 2024]

【IJCNN】Yubo Zhang, Yanfang Liu, Xinxin Fan, Yunfeng Lu. CPLCS: Contrastive Prompt Learning-based Code Search with Cross-modal Interaction Mechanism. 2024 International Joint Conference on Neural Networks.

2023

【IJCS】Yunfeng Lu, Xinxin Fan, Quanliang Jing. TAEffect: Quantifying interaction risks in trust-enabled communication systems. Int. J. Commun. Syst. 36(4), 2023.

2022

【CIKM】Quanliang Jing, Shuo Liu, Xinxin Fan, Jingwei Li, Di Yao, Baoli Wang, Jingping Bi. Can Adversarial Training benefit Trajectory Representation?: An Investigation on Robustness for Trajectory Similarity Computation. Proceedings of the 31st ACM International Conference on Information & Knowledge Manageme, 905-914, 2022.

【DASFAA】Xiaokai Chu, Jiashu Zhao, Xinxin Fan, Di Yao, Zhihua Zhu, Lixin Zou, Dawei Yin, Jingping Bi. Contrastive Disentangled Graph Convolutional Network for Weakly-Supervised Classification. Database Systems for Advanced Applications, 722-730, 2022.

【IJCNN】Baoli Wang, Xinxin Fan, Quanliang Jing, Yueyang Su, Jingwei Li, Jingping Bi. GTAT: Adversarial Training with Generated Triplets. 2022 International Joint Conference on Neural Networks.

【QRS】Yubo Zhang, Yanfang Liu, Xinxin Fan, Yunfeng Lu. RetCom: Information Retrieval-Enhanced Automatic Source-Code Summarization. IEEE 22nd International Conference on Software Quality, Reliability and Security, 948-957, 2022.

2021

【计研发】储晓恺, 范鑫鑫, 毕经平. 基于K阶互信息估计的位置感知网络表征学习. 计算机研究与发展, 58 (8): 1612-1623, 2021.

【JCRD】Xiaokai Chu, Xinxin Fan, Jingping Bi. Position-Aware Network Representation Learning via K-Step Mutual Information Estimation. Journal of Computer Research and Development, 58 (8): 1612-1623, 2021.

【CIKM】Xiaokai Chu, Xinxin Fan, Zhihua Zhu and Jingping Bi. Variational Cross-Network Embedding for Anonymized User Identity Linkage. The 30th International Conference on Information and Knowledge Management, 2021. (Short Papers Track, Acceptance Rate: 177/626=28%)

【IJCNN】Baoli Wang, Xinxin Fan, Quanliang Jing, Haining Tan, Jingping Bi: AdvCGAN: An Elastic and Covert Adversarial Examples Generating Framework. IEEE International Joint Conference on Neural Network, 1-8, 2021.

【IJCNN】Quanliang Jing, Di Yao, Xinxin Fan, Baoli Wang, Haining Tan, Xiangpeng Bu, Jingping Bi. TRANSFAKE: Multi-task Transformer for Multimodal Enhanced Fake News Detection. IEEE International Joint Conference on Neural Network, 1-8, 2021.

2020

【CSUR】Xinxin Fan, Ling Liu, Rui Zhang, Quanliang Jing, Jingping Bi. Decentralized Trust Management: Risk Analysis and Trust Aggregation. ACM Computing Surveys, 53(1): 2:1-2:33, 2020.

【KDD】Zhihua Zhu, Xinxin Fan, Xiaokai Chu, Jingping Bi. HGCN: A Heterogeneous Graph Convolutional Network-Based Deep Learning Model Toward Collective Classification. The 26th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 1161-1171, 2020. (Research Track, Acceptance Rate: 216/1279=17%)

【CIKM】Zhihua Zhu, Xinxin Fan, Xiaokai Chu, Jianhui Huang, Jingping Bi. LRHNE: A Latent-Relation Enhanced Embedding Method for Heterogeneous Information Networks. The 29th International Conference on Information and Knowledge Management, 1923-1932, 2020. (Full Paper Research Track, Acceptance Rate: 193/920=21%)

2019

【WWW】Xiaokai Chu, Xinxin Fan, Di Yao, Zhihua Zhu, Jianhui Huang, Jingping Bi. Cross-Network Embedding for Multi-Network Alignment. The 28th Web Conference, 273-284, 2019. (Full Paper, Acceptance Rate: 225/1247=18%)

【IJCNN】Xiaokai Chu, Xinxin Fan, Di Yao, Chen-Lin Zhang, Jianhui Huang, Jingping Bi. Noise-Aware Network Embedding for Multiplex Network. IEEE International Joint Conference on Neural Network, 1-8, 2019.

2018

【ICWS】Xinxin Fan, Jingping Bi. Identification for Strategically Malicious Participants. The 25th International Conference on Web Service, 373-388, 2018. (Application and Industry Track)

【ICWS】Xinxin Fan, Danyang He, Jingping Bi. Trustworthiness and Untrustworthiness Inference with Group Assignment. The 25th International Conference on Web Service, 389-404, 2018. (Application and Industry Track)

【ISCC】Zixuan Ding, Xinxin Fan, Jinping Yu, Jingping Bi. Update Cost-Aware Cache Replacement for Wildcard Rules in Software-Defined Networking. The 23th IEEE Symp. on Computer and Communications, 457-463, 2018. (Microsoft Award-Honorable Mention/Best Paper Award)

【KSEM】 Haining Tan, Weiqiang Tang, Xinxin Fan, Quanliang Jing, Jingping Bi. SERL: Semantic-Path Biased Representation Learning of Heterogeneous Information Network. The 11th International Conference on Knowledge Science, Engineering and Management, 287-298, 2018. (Best Paper Runner Up)

【IEEE COMMUN LETT】Jinping Yu, Jingping Bi, Guoqiang Zhang, Xinxin Fan, Zhongcheng Li. Loop-Free Rerouting of Multiple Policies With Overlaps. IEEE Commun. Lett, 22(7): 1370-1373 2018.

2017

【TPDS】Xinxin Fan, Ling Liu, Mingchu Li, Zhiyuan Su. GroupTrust: Dependable Trust Management. IEEE Transactions on Parallel and Distributed Systems, 28(4): 1076-1090, 2017.

【IPCCC】Jinping Yu, Xinxin Fan, Guoqiang Zhang, Jingping Bi. Scheduling Loop-Free Updates for Multiple Policies with Overlaps in Software-Defined Networks. The 36th IEEE International Performance Computing and Communications Conference, San Diego, CA, USA, December 10-12, 1-8, 2017. (Best Paper Runner Up)

Before 2017

【TWEB】Zhiyuan Su, Ling Liu, Mingchu Li, Xinxin Fan, Yang Zhou. Reliable and Resilient Trust Management in Distributed Service Provision Networks. ACM Transactions on the Web, 9(3): 14:1-14:37, 2015.

【Physica A】GuangHai Cui, MingChu Li, XinXin Fan, Nakema Deonauth, Zhen Wang. Optimism When Winning and Cautiousness When Losing Promote Cooperation in the Spatial Prisoner’s Dilemma Game. Physica A: Statistical Mechanics and its Applications. 408, 181-189, 2014.

【SCN】Xinxin Fan, Mingchu Li, Hui Zhao, Xiaodong Chen, Zhenzhou Guo, Dong Jiao, Weifeng Sun. PeerCluster: A Maximum Flow-Based Trust Mechanism in P2P File Sharing Networks. Security and Communication Networks, 6(9): 1126-1142, 2013.

【SCC】Zhiyuan Su, Ling Liu, Mingchu Li, Xinxin Fan, Yang Zhou. ServiceTrust: Trust Management in Service Provision Networks. The 10th IEEE International Conference on Services Computing, Santa Clara, CA, USA, June 28-July 3, 272-279, 2013.

【GRAPH & COM.】Xiaodong Chen, Mingchu Li, Xin Ma, Xinxin Fan. Hamiltonian Connectedness in Claw-Free Graphs, Graphs and Combinatorics, 29(5): 1259-1267, 2013.

【SCN】Zhenzhou Guo, Mingchu Li, Xinxin Fan. Attribute-Based Ring Signcryption Scheme, Security and Communication Networks, 6(6): 790-796, 2013.

【JCSS】Xinxin Fan, Mingchu Li, Jianhua Ma, Yizhi Ren, Hui Zhao, Zhiyuan Su. Behavior-based Reputation Management in P2P File-Sharing Networks. Journal of Computer and System Sciences, 78(6): 1737-1750, 2012.

【CollaborateCom】Xinxin Fan, Ling Liu, Mingchu Li, Zhiyuan Su. EigenTrust++: Attack Resilient Trust Management. The 8th IEEE International Conference on Collaborative Computing, October 14-17, Pittsburgh, Pennsylvania, United States, 416-425, 2012.

【SCN】Hui Zhao, Mingchu Li, Xinxin Fan. A Formal Separation Method of Protocols to Eliminate Parallel Attacks in Virtual Organization. Security and Communication Networks, 4(12): 1461-1468, 2011.

【UTC/ATC】Xinxin Fan, Mingchu Li, Yizhi Ren, Jianhua Ma. Dual-EigenRep: A Reputation-Based Trust Model for P2P File-Sharing Networks. UIC/ATC Workshops, Xi'an, China, 358-363, 2010.

【FSKD】Xianchao Zhang, Xinxin Fan, Xinyue Liu, Hong Yu. A Ranking Algorithm via Changing Markov Probability Matrix Based on Distribution Factor. The Fifth International Conference on Fuzzy Systems and Knowledge Discovery (FSKD), October 18-20, Jinan, Shandong, China, 3-7, 2008.

科研项目:

[1] 中国科学院先导项目:人机协同的算法博弈,2023.12-2028.11,项目负责人

[2] 国家自然科学(青年)基金:边缘计算弹性网络架构及协同交互安全可信机制研究,2018.01-2020.12,项目负责人

[3] 国家部委:通信数据采集及大数据分析平台,2018.10-2019.05,项目负责人

[4] 国家部委,深度学习模型编排及运行框架,2018.10-2019.05,项目负责人

[5] 高校项目,对抗攻击集成框架,2020.05-2021.05,项目负责人


获奖及荣誉:

2019年 中科院计算所优秀研究人员

2013年 大连理工大学优秀博士学位论文特别奖学金

2011年 华为专项奖学金

2010年 大连理工大学学术新人奖