百晓学者学者目录

罗森林

北京理工大学信息与电子学院

个人简介

罗森林，北京理工大学信息与电子学院教授，信息系统及安全对抗实验中心主任，研究方向包括互联网技术、地质学、计算机软件及计算机应用；代表性成果涉及协同深度强化学习方法、软聚类节点分裂层次模型、智能教育系统中的认知诊断、数据挖掘理论与技术、信息系统安全与对抗技术、PE文件加壳技术、镜头边界检测、音频识别、花岗岩地质特征分析、大数据分析基础及微架构推测执行漏洞的高触发模糊测试；与王越院士合著第二版入选首届全国优秀教材一等奖。

精选作品

期刊论文

  1. Xiaonan Yang, Senlin Luo, Jinjie Zhou, Deshan Yang, Limin Pan (2026). Integrating cognitive skill levels assessment cognitive diagnosis for intelligent education systems. Information Sciences.DOI
  2. Jinjie Zhou, Senlin Luo, Songling Wu, Xiaonan Yang, Limin Pan, Deshan Yang (2026). Attentive pre-training question embeddings for knowledge tracing with semantically-enhanced knowledge structure and concept label-guided heterogeneous graph representation. Neural Networks.DOI
  3. Chengke Xu, Senlin Luo, Xueming Duan, Limin Pan (2026). PPTSP: patch presence test via semantic normalization and key path extraction. Software Quality Journal.DOI
  4. Chenlong Zhang, Senlin Luo, Limin Pan, Dujuan Gu, Jun Yuan (2026). A new model stealing defense based on DNN retraining for decision boundary protection. Neurocomputing.DOI
  5. Michael Peter Masele, Senlin Luo, Ousman Manjang, Malak Abid Ali Khan, Md Minhazul Islam Munna, Sohrab Khan (2026). OptFiD-LoRa: Optimized Federated Learning with Differential Privacy for Anomaly Detection in LoRa-IoTs: A Case Study on EDs. IEEE Internet of Things Journal.DOI
  6. Zhiyang Zhao, Limin Pan, Siyuan Shao, Senlin Luo (2026). BCI-Fuzz: Bug-triggering code innovated to fuzz deep learning libraries. Journal of Systems and Software.DOI
  7. Haoran Zhang, Senlin Luo, Ning Xie, Limin Pan (2026). Precise integration of attack path and syntax logic analysis for vulnerability severity assessment. Journal of Systems and Software.DOI
  8. Laxmi Prasad Bastola, Senlin Luo, Md Minhazul Islam Munna, Sohrab Khan (2026). Empirical fair auditing of high-confidence failures under distribution shift. Knowledge-Based Systems.DOI
  9. Zhao Zhang, Senlin Luo, Limin Pan (2026). Cross-view subgraph learning for function-level vulnerability detection. Journal of Systems and Software.DOI
  10. Jinjie Zhou, Senlin Luo, Limin Pan, Zongyuan Yang, Xiaonan Yang, Zehao Xu (2026). High-fidelity tabular data synthesis by quantile-based distribution harmonization under extreme class imbalance. Knowledge-Based Systems.DOI
  11. Sohrab Khan, Senlin Luo, Malak Abid Ali Khan, Md Minhazul Islam Munna, Michael Peter Masele, Raja Sikander Zaman, Shaharia Al Shakil (2026). Integrated fuzzy trust management with federated machine learning approaches for enhancing intrusion detection in IoT networks. Internet of Things.DOI
  12. J. Zhou, Senlin Luo, Haofan Chen (2026). Adaptive text generation with personality types and continuous emotion intensity. Engineering Applications of Artificial Intelligence.DOI
  13. Jixun Wei, Jinjie Zhou, Yuanhao Men, Senlin Luo, Limin Pan (2026). High-fidelity backdoor watermark embedding framework for classification models in heterogeneous tabular data. Neurocomputing.DOI
  14. Yikang Xing, Yuanhao Men, Senlin Luo, Zongyuan Yang, Jinjie Zhou, Limin Pan (2026). Highly generalizable cross-domain machine-generated text detection. Neurocomputing.DOI
  15. Xiaonan Yang, Senlin Luo, Jinjie Zhou, Limin Pan (2026). Highly goal-oriented learning path recommendation with the forgetting curve. Applied Soft Computing.DOI
  16. Zhouting Wu, Senlin Luo, Limin Pan (2026). A semantics-maintained differential privacy protection for high-utility text. Knowledge-Based Systems.DOI
  17. Zhao Zhang, Senlin Luo, Liyuan Liu, Limin Pan (2026). Ache-Fuzz: Constraint-aware fuzzing for vulnerability discovery in distributed deep learning frameworks. Journal of Systems and Software.DOI
  18. Zhao Zhang, Senlin Luo, Xiaolong Wu, Xikai Gao, Jiawei Pi, Limin Pan (2026). A general and efficient approach for uncertainty quantification in neural networks: Identifying risky decisions in AI systems. Advanced Engineering Informatics.DOI
  19. 罗森林，费泽涛，潘丽敏，吴舟婷（2025）. 利用异配及同配关系的社交机器人检测方法. 《北京理工大学学报》.DOI
  20. 罗森林，邵思源，赵智洋，李新帅，潘丽敏，刘峥（2025）. 网络流量对抗样本行为意图建模防御方法研究. 《北京理工大学学报》.DOI
  21. 潘丽敏，赵智洋，邵思源，罗森林，张浩然（2025）. LLM生成计算图的深度学习模型编译器缺陷检测. 《北京理工大学学报》.DOI
  22. 罗森林，杨宗源，潘丽敏，周瑾洁，门元昊，李晔（2025）. 高可用性的跨领域机器生成文本检测方法. 《北京理工大学学报》.DOI
  23. Jingyi Zhou, Senlin Luo, Haofan Chen (2025). Expansion quantization network: A micro-emotion detection and annotation framework. PLoS ONE.DOI
  24. Malak Abid Ali Khan, Senlin Luo (2025). Enhancing Car Tracking Systems With DNN ‐ LoRa. Internet Technology Letters.DOI
  25. Jingyi Zhou, Senlin Luo, Haofan Chen (2025). H3P: High-Performance Personality Prediction System Based on Large Language Model. IEEE International Conference on Computer and Communication Engineering Technology (CCET).DOI
  26. Siyuan Shao, Senlin Luo, Zhiyang Zhao, Kun Gong, Limin Pan (2025). Robust detection of unknown adversarial examples in network traffic via enhanced latent spatial distribution analysis with diffusion model. Applied Soft Computing.DOI
  27. Malak Abid Ali Khan, Senlin Luo, Hongbin Ma, Amjad Iqbal (2025). LoRa Meets Artificial Intelligence to Optimize Indoor Networks for Static EDs. Transactions on Emerging Telecommunications Technologies.DOI
  28. Chuan Lu, Senlin Luo, Limin Pan (2025). Dynamic soft isolation and restricted eviction for cache side channel attack defense. Computers & Security.DOI
  29. Xiaoshuang Liu, Jinjie Zhou, Yuanhao Men, Limin Pan, Senlin Luo (2025). Practical Intelligent Automatic Train Operations which Optimize Switching Times Autonomously. Transportation Research Record Journal of the Transportation Research Board.DOI
  30. Chuan Lü, Senlin Luo, Limin Pan (2025). High-trigger fuzz testing for microarchitectural speculative execution vulnerability. Computers & Security.DOI
  31. Jiawei Li, Senlin Luo, Limin Pan, Chenlong Zhang, Zhao Zhang, Chuan Lü (2025). Layer Frozen Multi-Net & Latent Space Feature-Concealed Backdoor Samples Detection. Neural Networks.DOI
  32. Chuan Lü, Senlin Luo, Limin Pan (2025). SCR-Spectre: Spectre gadget detection method with strengthened context relevance. Computers & Electrical Engineering.DOI
  33. Sharan Thapa, Yuqi Han, Baojun Zhao, Senlin Luo (2025). Enhanced Aircraft Detection in Compressed Remote Sensing Images Using CMSFF-YOLOv8. IEEE Transactions on Geoscience and Remote Sensing.DOI
  34. 罗森林，董勃，潘丽敏，吴舟婷（2024）. 融合领域要素知识的多粒度法律文本匹配方法. 《北京理工大学学报》.
  35. 潘丽敏，刘力源，罗森林，张钊（2024）. 强化学习引导模型生成的深度学习框架漏洞挖掘. 《北京理工大学学报》.
  36. 罗森林，程瑶，万韵伟，潘丽敏，李新帅（2024）. 少查询文本分类模型的黑盒对抗样本攻击. 《北京理工大学学报》.
  37. 关业礼，罗森林，潘丽敏，张笈，于经纬（2024）. 强化语义一致性的差分隐私文本脱敏方法. 《信息安全研究》.
  38. 罗森林（2024）. 信息系统与安全对抗理论 = Theory of information system and security countermeasures. 《北京理工大学出版社有限责任公司》.
  39. Xiaoya Liu, Senlin Luo, Zhenhao Wu, Limin Pan, Xinshuai Li (2024). Joint contrastive learning with semantic enhanced label referents for few-shot NER. Neurocomputing.DOI
  40. Jun Gong, Senlin Luo, Wenxin Yu, Liang Nie (2024). Structure-Guided Image Inpainting Based on Multi-Scale Attention Pyramid Network. Applied Sciences.DOI
  41. Yong Ma, Senlin Luo, Yu-Ming Shang, Yifei Zhang, Zhengjun Li (2024). Enhancing source code classification effectiveness via prompt learning incorporating knowledge features. Scientific Reports.DOI
  42. Hui Pan, Senlin Luo, Xinshuai Li, Limin Pan, Zhouting Wu (2024). Meta-learning on dynamic node clustering knowledge graph for cold-start recommendation. Neurocomputing.DOI
  43. Lingdi Kong, Senlin Luo, Limin Pan, Zhouting Wu, Xinshuai Li (2024). A multi-type vulnerability detection framework with parallel perspective fusion and hierarchical feature enhancement. Computers & Security.DOI
  44. Yao Cheng, Senlin Luo, Yunwei Wan, Limin Pan, Xinshuai Li (2024). Strongly concealed adversarial attack against text classification models with limited queries. Neural Networks.DOI
  45. Yao Cheng, Senlin Luo, Limin Pan, Yunwei Wan, Xinshuai Li (2024). HAMIATCM: high-availability membership inference attack against text classification models under little knowledge. Applied Intelligence.DOI
  46. Chenlong Zhang, Senlin Luo, Limin Pan, Chuan Lü, Zhao Zhang (2024). Making models more secure: An efficient model stealing detection method. Computers & Electrical Engineering.DOI
  47. Linghao Zhang, Senlin Luo, Limin Pan, Zhouting Wu, Kun Gong (2024). FSD-CLCD: Functional semantic distillation graph learning for cross-language code clone detection. Engineering Applications of Artificial Intelligence.DOI
  48. Kun Gong, Senlin Luo, Limin Pan, Linghao Zhang, Yifei Zhang, Haomiao Yu (2024). LogETA: Time-aware cross-system log-based anomaly detection with inter-class boundary optimization. Future Generation Computer Systems.DOI
  49. 马勇，罗森林，吴云坤，刘勇，刘栋（2023）. 提升网络安全软件中预训练大模型推理速度的研究. 《第38次全国计算机安全学术交流会论文集》.DOI
  50. 罗森林，林朝坤，潘丽敏，吴舟婷（2023）. 结合原型网络的远程监督命名实体识别方法. 《北京理工大学学报》.
  51. 罗森林，鲁帅，张毅飞，潘丽敏（2023）. 基于随机平滑的恶意软件识别深度学习模型鲁棒性认证方法. 《北京理工大学学报》.
  52. 罗森林，张睿智，潘丽敏，吴舟婷（2023）. 多标签小样本实例级注意力原型网络分类方法. 《北京理工大学学报》.
  53. 董勃，罗森林（2023）. 小数据集文本语义相似性分析模型的优化与应用. 《信息安全研究》.
  54. 罗森林（2023）. 网络空间安全理论与应用.
  55. 吴舟婷，罗森林（2023）. 基于随机掩码和对抗训练的文本隐私保护实验. 《实验技术与管理》.
  56. Deshan Yang, Senlin Luo, Jinjie Zhou, Limin Pan, Xiaonan Yang, Jiyuan Xing (2023). Efficient and persistent backdoor attack by boundary trigger set constructing against federated learning. Information Sciences.DOI
  57. Jingwei Hao, Senlin Luo, Limin Pan, C. Chen (2023). VD-HEN: Capturing Semantic Dependencies for Source Code Vulnerability Detection With a Hierarchical Embedding Network. Computer.DOI
  58. Jun Gong, Senlin Luo, Wenxin Yu, Liang Nie (2023). Inpainting with Separable Mask Update Convolution Network. Sensors.DOI
  59. Abdulrahman Hamman Adama Chukkol, Senlin Luo, Yunusa Haruna, Abdulganiyu Abdu Yusuf, Abulfatahi Mohammed (2023). VulPin: Finer-Grained Slicing for Pinpointing Vulnerability in Binary Programs.DOI
  60. Yifei Zhang, Senlin Luo, Hangyi Wu, Limin Pan (2023). Antibypassing Four-Stage Dynamic Behavior Modeling for Time-Efficient Evasive Malware Detection. IEEE Transactions on Industrial Informatics.DOI
  61. Jingwei Hao, Senlin Luo, Limin Pan (2023). A novel vulnerability severity assessment method for source code based on a graph neural network. Information and Software Technology.DOI
  62. Jingwei Hao, Senlin Luo, Limin Pan (2023). Byte-Level Function-Associated Method for Malware Detection. Computer Systems Science and Engineering.DOI
  63. 罗森林，魏继勋，刘晓双，潘丽敏（2022）. 面向多目标参数整定的协同深度强化学习方法. 《北京理工大学学报》.
  64. 陶志刚，罗森林，朱淳，何满潮（2022）. 滑坡动态力学监测及破坏过程案例分析. 《工程地质学报》.
  65. 李玉，罗森林，郝靖伟，潘丽敏（2022）. 基于抽象汇编指令的恶意软件家族分类方法. 《北京航空航天大学学报》.
  66. 郝靖伟，潘丽敏，李蕊，杨鹏，罗森林（2022）. Android恶意软件检测低冗余特征选择方法. 《北京航空航天大学学报》.
  67. 门元昊，吴亮，刘晓双，秦枭喃，罗森林（2022）. 基于XGBoost模型的地铁列车运行状态仿真方法. 《城市轨道交通研究》.
  68. 陈传涛，潘丽敏，龚俊，马勇，罗森林（2022）. 基于抽象语法树压缩编码的漏洞检测方法. 《信息安全研究》.
  69. 罗森林（2022）. 信息系统安全与对抗技术.
  70. 郝靖伟，罗森林，张寒青，杨鹏，潘丽敏（2022）. Android恶意APP多视角家族分类方法. 《北京航空航天大学学报》.
  71. Jingwei Hao, Senlin Luo, Limin Pan (2022). Rule extraction from biased random forest and fuzzy support vector machine for early diagnosis of diabetes. Scientific Reports.DOI
  72. Xinshuai Li, Limin Pan, Yanru Zhou, Zhouting Wu, Senlin Luo (2022). A Temporal–Spatial network embedding model for ICT supply chain market trend forecasting. Applied Soft Computing.DOI
  73. Jingwei Hao, Senlin Luo, Limin Pan (2022). EII-MBS: Malware family classification via enhanced adversarial instruction behavior semantic learning. Computers & Security.DOI
  74. 潘丽敏，李筱雅，罗森林，吴舟婷（2021）. 融合多级语义特征的双通道GAN事件检测方法. 《北京理工大学学报》.DOI
  75. 罗森林，王睿怡，吴倩，潘丽敏，吴舟婷（2021）. 融合序列语法知识的卷积-自注意力生成式摘要方法. 《北京理工大学学报》.DOI
  76. 罗森林，赵惟肖，潘丽敏（2021）. 结合加权KNN和自适应牛顿法的稳健Boosting方法. 《北京理工大学学报》.DOI
  77. 罗森林，杨俊楠，潘丽敏，吴舟婷（2021）. 面向信息与通信技术供应链网络画像构建的文本语义匹配方法. 《北京理工大学学报》.DOI
  78. 罗森林，苏霞，潘丽敏（2021）. 稳健边界强化GMM-SMOTE软件缺陷检测方法. 《北京理工大学学报》.DOI
  79. 潘丽敏，佟彤，罗森林，秦枭喃（2021）. 融合子集特征级联预学习的封装方法研究. 《北京理工大学学报》.DOI
  80. 罗森林，王海州，潘丽敏，孙晓光（2021）. 融合样本相似性的弱监督多标签分类. 《北京理工大学学报》.DOI
  81. 罗森林，王海州，潘丽敏（2021）. 结合类属特征及因果发现的序列优化分类器链. 《北京理工大学学报》.
  82. 李橙，罗森林（2021）. 基于系统调用行为相似性聚类的主机入侵检测方法研究. 《信息安全研究》.
  83. 陈传涛，潘丽敏，罗森林，王子文（2021）. 基于FGSM样本扩充的模型窃取攻击方法研究. 《信息安全研究》.
  84. Rongqian Zhang, Senlin Luo, Limin Pan, Jingwei Hao, Zhang Ji (2021). Generating adversarial examples via enhancing latent spatial features of benign traffic and preserving malicious functions. Neurocomputing.DOI
  85. Yanru Zhou, Senlin Luo, Limin Pan, Lu Liu, Dandan Song (2021). Continuous temporal network embedding by modeling neighborhood propagation process. Knowledge-Based Systems.DOI
  86. Senlin Luo, Weixiao Zhao, Limin Pan (2021). Online GBDT with Chunk Dynamic Weighted Majority Learners for Noisy and Drifting Data Streams. Neural Processing Letters.DOI
  87. Yifei Zhang, Senlin Luo, Limin Pan, Hanqing Zhang (2021). Syscall-BSEM: Behavioral semantics enhancement method of system call sequence for high accurate and robust host intrusion detection. Future Generation Computer Systems.DOI
  88. Ban Li, Senlin Luo, Xiaonan Qin, Limin Pan (2021). Improving GAN with inverse cumulative distribution function for tabular data synthesis. Neurocomputing.DOI
  89. Yan Han, Senlin Luo, Limin Pan, Yifei Zhang (2021). HAN-BSVD: A hierarchical attention network for binary software vulnerability detection. Computers & Security.DOI
  90. Jingwei Hao, Senlin Luo, Limin Pan (2021). Computer-aided intelligent design using deep multi-objective cooperative optimization algorithm. Future Generation Computer Systems.DOI
  91. Yanru Zhou, Limin Pan, Chongyou Bai, Senlin Luo, Zhouting Wu (2021). Self-selective attention using correlation between instances for distant supervision relation extraction. Neural Networks.DOI
  92. Jun Gong, Yong Ming Zhou, Senlin Luo (2021). An FPGA Implementation of Rapid Switch Module for EtherCAT Slave Controller. Lecture notes on data engineering and communications technologies.DOI
  93. 佟彤，罗森林，潘丽敏，张铁梅（2020）. 基于深度森林的量表数据挖掘方法. 《电子设计工程》.DOI
  94. 陈骋，罗森林，吴倩，杨鹏（2020）. 基于HTTP协议组合的隐蔽信道构建方法研究. 《信息网络安全》.
  95. 袁晓筱，罗森林，杨鹏（2020）. Android系统应用程序DEX文件保护方法研究. 《信息网络安全》.
  96. 喻露，罗森林（2020）. RBAC模式下数据库内部入侵检测方法研究. 《信息网络安全》.
  97. 侯留洋，罗森林，潘丽敏，张笈（2020）. 融合多特征的Android恶意软件检测方法. 《信息网络安全》.
  98. 罗森林，孙志鹏，潘丽敏（2020）. 软聚类节点分裂层次模型. 《北京理工大学学报》.DOI
  99. 焦龙龙，罗森林，刘望桐，潘丽敏（2020）. 结合路径标签和数据变异的模糊测试关键数据定位方法. 《北京理工大学学报》.DOI
  100. 罗森林，李东超，吴舟婷，潘丽敏，吴倩（2020）. 融合时序文本与高阶交互拓扑的在线抗议预测. 《北京理工大学学报》.DOI
  101. 罗森林，郝靖伟，潘丽敏（2020）. 基于CNN-BiLSTM的自动睡眠分期方法. 《北京理工大学学报》.DOI
  102. 李蕊，潘丽敏，郝靖伟，张寒青，罗森林，吴倩（2020）. 高准确度网络安全意识个体评估及群体指数构建方法. 《北京理工大学学报》.DOI
  103. 王博，吴舟婷，吴倩，罗森林（2020）. 关键信息基础设施ICT供应链安全风险评估指标体系研究. 《信息安全与通信保密》.
  104. Hakima Khelifi, Senlin Luo, Boubakr Nour, Hassine Moungla, Syed Hassan Ahmed, Mohsen Guizani (2020). A blockchain-based architecture for secure vehicular Named Data Networks. Computers & Electrical Engineering.DOI
  105. Hakima Khelifi, Senlin Luo, Boubakr Nour, Hassine Moungla (2020). In-Network Caching in ICN-based Vehicular Networks: Effectiveness & Performance Evaluation. International Conference on Communications.DOI
  106. Longlong Jiao, Senlin Luo, Wangtong Liu, Limin Pan (2020). AIT: A method for operating system kernel function call graph generation with a virtualization technique. KSII Transactions on Internet and Information Systems.DOI
  107. Xiaorui Zhou, Senlin Luo, Yunfang Wu (2020). Co-Attention Hierarchical Network: Generating Coherent Long Distractors for Reading Comprehension. Proceedings of the AAAI Conference on Artificial Intelligence.DOI
  108. 焦龙龙，罗森林，曹伟，潘丽敏，张笈（2019）. 变异策略动态构建的模糊测试数据生成方法. 《北京理工大学学报》.DOI
  109. 罗森林（2019）. 信息网络理论与技术.
  110. 刘望桐，罗森林，闫广禄，潘丽敏，QAMAS GUL KHAN SAFI（2019）. 虚拟化平台构建操作系统函数调用关系方法. 《吉林大学学报(信息科学版)》.DOI
  111. 刘宇，罗森林，曲乐炜，潘丽敏，张笈（2019）. 全特征信息均衡建模的内部威胁人物检测. 《浙江大学学报(工学版)》.
  112. 柯懂湘，潘丽敏，罗森林，张寒青（2019）. 基于随机森林算法的Android恶意行为识别与分类方法. 《浙江大学学报(工学版)》.
  113. 潘丽敏，罗森林（2019）. 网络空间安全高质量研究型专业教材体系研究. 《高等理科教育》.
  114. 宋言言，罗森林，尚海，潘丽敏，张笈（2019）. 函数Native化的Android APP加固方法. 《浙江大学学报(工学版)》.
  115. 王睿怡，罗森林，吴舟婷，潘丽敏（2019）. 深度学习在汉语语义分析的应用与发展趋势. 《计算机技术与发展》.
  116. Xiaoshuang Liu, Senlin Luo, Limin Pan (2019). Robust boosting via self-sampling. Knowledge-Based Systems.DOI
  117. Hakima Khelifi, Senlin Luo, Boubakr Nour, Hassine Moungla (2019). A QoS-Aware Cache Replacement Policy for Vehicular Named Data Networks. Globecom.DOI
  118. Yaxian Hu, Senlin Luo, Longfei Han, Limin Pan, Tiemei Zhang (2019). Deep supervised learning with mixture of neural networks. Artificial Intelligence in Medicine.DOI
  119. Chongyou Bai, Limin Pan, Senlin Luo, Zhouting Wu (2019). Joint extraction of entities and relations by a novel end-to-end model with a double-pointer module. Neurocomputing.DOI
  120. Xiaoxiao Yuan, Limin Pan, Senlin Luo (2019). Binary Fuzz Testing Method Based on LSTM. IOP Conference Series Materials Science and Engineering.DOI
  121. Jingwei Hao, Senlin Luo, Limin Pan (2019). A Novel Sleep Staging Algorithm Based on Hybrid Neural Network. IEEE International Conference on Electronics Information and Emergency Communication.DOI
  122. Hakima Khelifi, Senlin Luo, Boubakr Nour, Hassine Moungla (2019). A Name-to-Hash Encoding Scheme for Vehicular Named Data Networks.DOI
  123. Hakima Khelifi, Senlin Luo, Boubakr Nour, Hassine Moungla (2019). LQCC: A Link Quality-based Congestion Control Scheme in Named Data Networks. IEEE Wireless Communications and Networking Conference.DOI
  124. Ruiyi Wang, Senlin Luo, Limin Pan, Zhouting Wu, Yujiao Yuan, Qianrou Chen (2019). Microblog summarization using Paragraph Vector and semantic structure. Computer Speech & Language.DOI
  125. Hakima Khelifi, Senlin Luo, Boubakr Nour, Hassine Moungla, Yasir Faheem, Rasheed Hussain, Adlen Ksentini (2019). Named Data Networking in Vehicular Ad Hoc Networks: State-of-the-Art and Challenges. IEEE Communications Surveys & Tutorials.DOI
  126. Hanqing Zhang, Senlin Luo, Yifei Zhang, Limin Pan (2019). An Efficient Android Malware Detection System Based on Method-Level Behavioral Semantic Analysis. IEEE Access.DOI
  127. Yuan Wei, Senlin Luo, Jianwei Zhuge, Jing Gao, Ennan Zheng, Bo Li, Limin Pan (2019). ARG: Automatic ROP Chains Generation. IEEE Access.DOI
  128. 闫广禄，罗森林，刘望桐，潘丽敏（2018）. 高可靠In-VM隐藏进程对抗检测方法. 《北京理工大学学报》.
  129. 焦龙龙，罗森林，丁庸，潘丽敏，张笈（2018）. 基于二进制熵的加解密函数定位方法. 《北京理工大学学报》.
  130. 罗森林，毛焱颖，潘丽敏，陈倩柔，魏超（2018）. 扩展语义相似情感词的文本情感分类方法. 《北京理工大学学报》.
  131. 潘丽敏，罗森林，张笈，王越（2018）. 网络空间安全学科专业研究型教学框架及基础认知. 《信息安全研究》.
  132. 焦龙龙，罗森林，刘望桐，潘丽敏，张笈（2018）. 基于遗传算法的二进制程序模糊测试方法. 《浙江大学学报(工学版)》.
  133. Hakima Khelifi, Senlin Luo, Boubakr Nour, Akrem Sellami, Hassine Moungla, Farid Naït‐Abdesselam (2018). An Optimized Proactive Caching Scheme Based on Mobility Prediction for Vehicular Networks. Globecom.DOI
  134. Hakima Khelifi, Senlin Luo, Boubakr Nour, Akrem Sellami, Hassine Moungla, Syed Hassan Ahmed, Mohsen Guizani (2018). Bringing Deep Learning at the Edge of Information-Centric Internet of Things. IEEE Communications Letters.DOI
  135. Hakima Khelifi, Senlin Luo, Boubakr Nour, Hassine Moungla, Syed Hassan Ahmed (2018). Reputation-Based Blockchain for Secure NDN Caching in Vehicular Networks. IEEE Conference on Standards for Communications and Networking.DOI
  136. Hakima Khelifi, Senlin Luo, Boubakr Nour, Sayed Chhattan Shah (2018). Security and Privacy Issues in Vehicular Named Data Networks: An Overview. Mobile Information Systems.DOI
  137. Qamas Gul Khan Safi, Senlin Luo, Limin Pan, Wangtong Liu, Guangluo Yan (2018). Secure authentication framework for cloud-based toll payment message dissemination over ubiquitous VANETs. Pervasive and Mobile Computing.DOI
  138. Qamas Gul Khan Safi, Senlin Luo, Limin Pan, Wangtong Liu, Rasheed Hussain, Safdar Hussain Bouk (2018). SVPS: Cloud-based smart vehicle parking system over ubiquitous VANETs. Computer Networks.DOI
  139. Chao Wei, Senlin Luo, Limin Pan, Zhouting Wu, Ji Zhang, Qamas Gul Khan Safi (2018). Locally weighted embedding topic modeling by markov random walk structure approximation and sparse regularization. Neurocomputing.DOI
  140. GUL Khan Safi Qamas, 尹继泽, 潘丽敏, 罗森林（2017）. 基于深度神经网络的命名实体识别方法研究. 《信息网络安全》.
  141. 朱帅，罗森林，柯懂湘（2017）. Windows Shellcode自动构建方法研究. 《信息网络安全》.
  142. 任浩，罗森林，潘丽敏，高君丰（2017）. 基于图结构的文本表示方法研究. 《信息网络安全》.
  143. 高君丰，张岳峰，罗森林，张笈（2017）. 网络编码协议污点回溯逆向分析方法研究. 《信息网络安全》.
  144. GUL Khan Safi Qamas, 王鹏, 罗森林, 潘丽敏（2017）. 一种高并发网络Web应用技术研究. 《信息网络安全》.
  145. Qamas Gul Khan Safi, Senlin Luo, Chao Yi Wei, Limin Pan, Guanglu Yan (2017). Cloud-based security and privacy-aware information dissemination over ubiquitous VANETs. Computer Standards & Interfaces.DOI
  146. Wangtong Liu, Senlin Luo, Yu Liu, Limin Pan, Qamas Gul Khan Safi (2017). A kernel stack protection model against attacks from kernel execution units. Computers & Security.DOI
  147. Longfei Han, Dingwen Zhang, Dong Huang, Xiaojun Chang, Junfeng Ren, Senlin Luo, Junwei Han (2017). Self-paced Mixture of Regressions. International Joint Conference on Artificial Intelligence.DOI
  148. Qamas Gul Khan Safi, Senlin Luo, Chao Yi Wei, Limin Pan, Qianrou Chen (2017). PIaaS: Cloud-oriented secure and privacy-conscious parking information as a service using VANETs. Computer Networks.DOI
  149. Chao Yi Wei, Senlin Luo, Jia Guo, Zhouting Wu, Limin Pan (2017). Discriminative locally document embedding: Learning a smooth affine map by approximation of the probabilistic generative structure of subspace. Knowledge-Based Systems.DOI
  150. 郭亮，罗森林，潘丽敏（2016）. 基于相似度匹配的网络协议语法分析方法. 《北京理工大学学报》.
  151. 谢尔曼，罗森林，潘丽敏（2016）. 2D-Haar声学特征超向量快速生成方法. 《北京理工大学学报》.
  152. 罗森林，白建敏，潘丽敏，韩磊，孟强（2016）. 融合句义特征的多文档自动摘要算法研究. 《北京理工大学学报》.
  153. 曲乐炜，罗森林，孙志鹏，朱帅（2016）. Android系统数据完整性检测方法研究. 《信息网络安全》.
  154. 杨静雅，罗森林，朱帅，曲乐炜（2016）. 基于多层次交叉视图分析的Android系统恶意行为监控方法研究. 《信息网络安全》.
  155. 毛焱颖，罗森林（2016）. 融合多种技术的堆喷射方法研究. 《信息网络安全》.
  156. 尚海，罗森林，韩磊，张笈（2016）. 基于句义成分的短文本表示方法研究. 《信息网络安全》.
  157. 丁庸，曹伟，罗森林（2016）. 基于LKM系统调用劫持的恶意软件行为监控技术研究. 《信息网络安全》.
  158. 郭亮，罗森林，潘丽敏（2016）. 编码函数交叉定位网络协议测试数据生成方法研究. 《信息网络安全》.
  159. Longfei Han, Senlin Luo, Huaiqing Wang, Limin Pan, Xincheng Ma, Tiemei Zhang (2016). An Intelligible Risk Stratification Model Based on Pairwise and Size Constrained Kmeans. IEEE Journal of Biomedical and Health Informatics.DOI
  160. Jun Ma, Senlin Luo, Jianguo Yao, Shuxin Cheng, Xi Chen (2016). Efficient Opinion Summarization on Comments with Online-LDA. International Journal of Computers Communications & Control.DOI
  161. Chao Wei, Senlin Luo, Xincheng Ma, Hao Ren, Ji Zhang, Limin Pan (2016). Locally Embedding Autoencoders: A Semi-Supervised Manifold Learning Approach of Document Representation. PLoS ONE.DOI
  162. 高君丰，崔玉华，罗森林，焦龙龙（2015）. 信息系统可控性评价研究. 《信息网络安全》.
  163. 罗森林，闫广禄，潘丽敏，冯帆，刘昊辰（2015）. 基于劫持内核入口点的隐藏进程检测方法. 《北京理工大学学报》.
  164. 罗森林，张驰，周梦婷，潘丽敏（2015）. 基于时间Petri网的渗透测试攻击模型研究. 《北京理工大学学报》.
  165. Senlin Luo, 韩磊, 潘丽敏, 魏超 (2015). Construction method of Chinese sentential semantic structure. 《北京理工大学学报：英文版》.
  166. Hocine Labidi, Senlin Luo, Mohamed Bachir Boubekeur, Tarek Benlefki (2015). Multi-patch matching for person re-identification. Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE.DOI
  167. Mohamed Bachir Boubekeur, Senlin Luo, Hocine Labidi (2015). A background subtraction algorithm for indoor monitoring surveillance systems. IEEE International Conference on Computational Intelligence and Virtual Environments for Measurement Systems and Applications (CIVEMSA).DOI
  168. Guanglu Yan, Senlin Luo, Fan Feng, Limin Pan, Qamas Gul Khan Safi (2015). MOSKG: countering kernel rootkits with a secure paging mechanism. Security and Communication Networks.DOI
  169. Mohamed Bachir Boubekeur, Senlin Luo, Hocine Labidi, Tarek Benlefki (2015). Video object segmentation via adaptive threshold based on background model diversity. Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE.DOI
  170. Hocine Labidi, Senlin Luo, Mohamed Bachir Boubekeur (2015). A robust mean-shift tracking through occlusion and scale based on object trajectory for surveillance camera. Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE.DOI
  171. Senlin Luo (2015). Hidden Process Detection Method Based on Intercepting the Entry of System Kernel. Transactions of Beijing Institute of Technology.
  172. 张令通，罗森林（2014）. 基于TCP协议首部的网络隐蔽通道技术研究. 《计算机工程与科学》.
  173. 罗森林，王坤，谢尔曼，潘丽敏，李金玉（2014）. 融合GMM及SVM的特定音频事件高精度识别方法. 《北京理工大学学报》.
  174. 谢尔曼，罗森林，潘丽敏（2014）. 基于2D-Haar声学特征的大规模说话人识别方法. 《北京理工大学学报》.
  175. 张令通，罗森林，冯帆（2014）. 基于Windows环境的SQL注入攻击检测系统设计与实现. 《信息网络安全》.
  176. 潘丽敏，吴军华，林萌，罗森林（2014）. 融合多特征的中文关键词提取方法. 《信息网络安全》.
  177. 张驰，罗森林（2014）. 基于端口和编号的漏洞代码匹配方法研究. 《信息网络安全》.
  178. 周梦婷，罗森林（2014）. 基于VFW的远程视频捕获技术研究. 《信息网络安全》.
  179. 刘望桐，罗森林（2014）. Windows主机键盘记录技术对比分析. 《信息网络安全》.
  180. Boubekeur Mohamed Bachir, Tarek Benlefki, Senlin Luo, Hocine Labidi (2014). Weighted Samples Based Background Modeling for the Task of Motion Detection in Video Sequences. Indonesian Journal of Electrical Engineering and Computer Science.DOI
  181. Senlin Luo, Longfei Han, Ping Zeng, Feng Chen, Limin Pan, Shu Wang, Tiemei Zhang (2014). A Risk Assessment Model for Type 2 Diabetes in Chinese. PLoS ONE.DOI
  182. Senlin Luo, Songjing Chen, Limin Pan, Tiemei Zhang, Longfei Han, Yue Wang, Qamas Gul Khan Safi (2014). Exploring the effects of intervention for those at high risk of developing type 2 diabetes using a computer simulation. Computers in Biology and Medicine.DOI
  183. Longfei Han, Senlin Luo, Jianmin Yu, Limin Pan, Songjing Chen (2014). Rule Extraction From Support Vector Machines Using Ensemble Learning Approach: An Application for Diagnosis of Diabetes. IEEE Journal of Biomedical and Health Informatics.DOI
  184. Songjing Chen, Senlin Luo, Limin Pan, Tiemei Zhang, Longfei Han, Haixiu Zhao (2014). Quantitative influence of risk factors on blood glucose level. Bio-Medical Materials and Engineering.DOI
  185. Senlin Luo (2014). High-Precision Specific Audio Event Recognition Method Combining SVM and GMM. Transactions of Beijing Institute of Technology.
  186. 罗森林（2013）. 数据挖掘理论与技术.
  187. 韦伟，罗森林（2013）. 基于内核层文件补丁的自启动方法研究. 《信息网络安全》.
  188. 冯帆，罗森林（2013）. 基于VMM的Rootkit检测技术及模型分析. 《信息网络安全》.
  189. 张令通，罗森林（2013）. SQL盲注入快速攻击方法研究. 《信息网络安全》.
  190. 闫广禄，罗森林（2013）. 基于线程调度的隐藏进程检测技术研究. 《信息网络安全》.
  191. 刘昊辰，罗森林（2013）. Android系统木马隐藏及检测技术. 《信息网络安全》.
  192. 焦龙龙，罗森林（2013）. PE文件加壳技术研究与实现. 《信息网络安全》.
  193. 冯帆，罗森林（2013）. 基于智能代理和攻击树的自动攻击系统研究. 《信息网络安全》.
  194. 罗森林，张蕾，郭亮，闫广禄，刘峥，赵燕萍（2013）. 一种高效的攻击树串行建模方法. 《北京理工大学学报》.
  195. 罗森林，韩磊，潘丽敏，冯扬，刘盈盈（2013）. 汉语句义结构模型及其验证. 《北京理工大学学报》.
  196. Senlin Luo (2013). The Analysis of VMM based Rootkit Detecting Technology and Model. Xinxi wangluo anquan.
  197. Senlin Luo (2013). Research on Auto-Attack System based on Agent and Attack Tree. Xinxi wangluo anquan.
  198. Senlin Luo (2013). Trojan Horse’s Hiding and Detecting Technique of Android OS. Xinxi wangluo anquan.
  199. Senlin Luo (2013). Research and Implementation of Packing Technology for PE Files. Xinxi wangluo anquan.
  200. Senlin Luo (2013). The Detection of Hidden Process Technology based on Thread Scheduling. Xinxi wangluo anquan.
  201. 罗森林，刘盈盈，冯扬，韩磊，陈功，王倩（2012）. BFS-CTC汉语句义结构标注语料库构建方法. 《北京理工大学学报》.
  202. 张驰，罗森林（2012）. 网页内容安全快速信息抽取方法. 《信息网络安全》.
  203. 罗森林，王倩，刘莉莉，韩磊（2012）. 融合C4.5与SVM算法的汉语句义类型识别方法. 《北京理工大学学报》.
  204. Sun Shiguo, Senlin Luo, Xiang Li, Bo Li (2012). The Research on Network Vulnerability Analysis Methods. International Conference on Intelligent System Design and Engineering Application (ISDEA).DOI
  205. Senlin Luo (2012). Research on Rapid Information Extractionin Web Content Security. Xinxi wangluo anquan.
  206. 罗森林，马舒洁，梁静，潘丽敏，冯杨（2011）. 基于子镜头聚类方法的关键帧提取技术. 《北京理工大学学报》.
  207. 罗森林，刘峥，郭亮，闫广禄，张蕾（2011）. 基于Probit的犯罪嫌疑人判定方法研究. 《北京理工大学学报》.
  208. 罗森林，李金玉，潘丽敏（2011）. 特定类型音频流泛化识别方法. 《北京理工大学学报》.
  209. 冯扬，罗森林，潘丽敏，刘莉莉，陈开江（2010）. 基于概念簇的文本向量构建方法. 《通信学报》.
  210. 马舒洁，罗森林，潘丽敏，谢尔曼（2010）. 基于镜头组权重的MTV摘要自动提取方法. 《通信学报》.
  211. 潘丽敏，罗森林，张笈，明道福，仲顺安（2010）. 多元密集型信息安全实践创新能力培养研究. 《信息网络安全》.
  212. 冯扬，罗森林，王丽萍，潘丽敏（2010）. 一种新的自适应镜头边界检测算法. 《北京理工大学学报》.
  213. Bin Liu, Senlin Luo, Limin Pan, Yunjie Liu, Ming-de Ye, Tiemei Zhang (2010). New Method of Judging Sub-Health State Based on Rough Sets and BP Neural Network.DOI
  214. Senlin Luo, Bin Liu, Limin Pan, Ming-de Ye, Zhaoyuan Ma, Tiemei Zhang (2010). New Method of Remedying Missing Values Based on Support Vector Regression Model.DOI
  215. 孔令志，罗森林，张冰，王耀威（2009）. 纯音乐与语音-音乐混合片段的高准确识别方法. 《北京理工大学学报》.
  216. 牛滨，孔令志，罗森林，潘丽敏，郭亮（2009）. 基于MFCC和GMM的个性音乐推荐模型. 《北京理工大学学报》.
  217. Yang Feng, Senlin Luo, Limin Pan, Yue Wang, Yao-Wei Wang (2009). New Method of Character Relations Auto-Extraction. International Conference on Information Engineering and Computer Science.DOI
  218. 王兆成，罗森林，杨明文（2008）. 四川稻城雄登寺—日霍脆韧性变形带的含矿性及其找矿意义. 《四川地质学报》.
  219. Yaowei Wang, Limin Su, Senlin Luo (2008). Query by concept - an image retrieval method for landscape images. International Conference on Visual Information Engineering (VIE).DOI
  220. 罗森林，辛子英，冯磊（2006）. 基于C4.5算法的敏感图像检测方法. 《北京理工大学学报》.
  221. Yang Feng, Senlin Luo, Limin Pan (2006). An Extensive Method to Detect the Image Digital Watermarking Based on the Known Template. Lecture notes in computer science.DOI
  222. 王越，罗森林（2005）. 聚焦国家级精品课程:《信息系统安全与对抗导论》. 《信息网络安全》.
  223. 朱耀华，史留保，罗森林（2005）. 一种窃取用户密码的特洛伊木马. 《信息网络安全》.
  224. 邓建钢，罗森林（2005）. 信息安全与对抗的系统分析. 《信息网络安全》.
  225. 魏永峰，罗森林（2005）. 四川石渠县沙尔木一带始新世孢粉的发现及地质意义——兼论古近系热鲁组层序地层特征. 《四川地质学报》.
  226. 魏永峰，罗森林，杨明文（2004）. 川西理塘第四纪盆地沉积体系、演化及古气候分析. 《四川地质学报》.
  227. 罗森林，潘丽敏（2004）. 一种信息系统对抗过程模型的建立. 《通信学报》.
  228. 魏永峰，罗森林，周幼云，勾永东，朱世华（2004）. 甘孜—理塘结合带中段蛇绿岩中石榴硅镁石角闪片岩首次发现及地质意义. 《四川地质学报》.
  229. 罗森林（2003）. 信息安全与对抗系统研究. 《网络安全技术与应用》.
  230. 魏永峰，罗森林（2003）. 甘孜—理塘结合带中段蛇绿岩的地质特征. 《四川地质学报》.
  231. 魏永峰，罗森林（2003）. 甘孜—理塘结合带中部花岗岩的地质特征. 《四川地质学报》.
  232. 罗森林，游再平（2001）. 造山带综合地层学方法在区调工作中的应用——以1∶5万青麦乡幅为例. 《四川地质学报》.
  233. 游再平，罗森林，姚学良，王帮全（1999）. 乡城县硕曲河第四系吾斯顶红土层的建立及古气候意义. 《四川地质学报》.
  234. 罗森林，王越，周思永（1997）. 多传感器数据融合技术与单平台火控系统. 《北京理工大学学报》.

预印本

  1. Jiawei Pi, Senlin Luo, Limin Pan, Chengke Xu, Ji Zhang (2026). Stealing Supervised Fine Tuning Samples: A Data Extraction Attack Driven by Token Modulation and Loss Ratio. SSRN Electronic Journal.DOI
  2. Jiawei Pi, Senlin Luo, Limin Pan, Yuhang Yang, Ji Zhang (2026). Extracting Privacy from Text Embeddings: A Model Inversion Attack via Semantic Correction and Low-Frequency Entities Preservation. SSRN Electronic Journal.DOI
  3. Michael Peter Masele, Senlin Luo, Malak Abid Ali Khan, Laxmi Prasad Bastola, Md Minhazul Islam Munna, Sohrab Khan (2026). ADEO: An Anomaly Detection and Energy Optimization for Centralized LoRa-IoT Networks based on Spreading Factor. SSRN Electronic Journal.DOI
  4. Laxmi Prasad Bastola, Senlin Luo, Malak Ali Abid Khan, Siyuan Shao (2025). Energy-Guided Disentangled Latent Learning to Multi-Scenario Decision Making for Harmonizing Fairness and Accuracy. SSRN Electronic Journal.DOI
  5. Md Minhazul Islam Munna, Senlin Luo, M. Arif Khan, Sohrab Khan, Shaharia Al Shakil, Michael Peter Masele (2025). Wireless Traffic Dataset for Krack and Kr00k Attacks in WPA2 Vulnerability and Intrusion Detection. SSRN Electronic Journal.DOI
  6. Yiqing Zhao, Senlin Luo, Limin Pan, Xikai Gao, Chengjun Xu, Jiawei Pi (2025). Adjacent Layer Evolutionary Difference and Semi-supervised Label Purification Backdoor Defense. SSRN Electronic Journal.DOI
  7. Jingyi Zhou, Senlin Luo, Haofan Chen (2024). A Chinese Multi-label Affective Computing Dataset Based on Social Media Network Users. arXiv (Cornell University).DOI
  8. Yong Ma, Senlin Luo, Yu-Ming Shang, Yifei Zhang, Zhengjun Li (2023). CodePrompt: Improving Source Code-Related Classification with Knowledge Features through Prompt Learning. Research Square.DOI
  9. Chongwie Xie, Senlin Luo, Jinjie Zhou, Chenggang Cui, Limin Pan (2023). Multi-Scale Constrained Deep Embedded Clustering. SSRN Electronic Journal.DOI
  10. Ruizhi Zhang, Senlin Luo, Limin Pan, Yong Ma, Zhouting Wu (2022). Strengthened Multiple Correlation for Complex Multi-Label Few-Shot Intent Detection. SSRN Electronic Journal.DOI

书籍章节

  1. Senlin Luo, Limin Pan (2026). Big Data and Internet of Things (IoT). Big data management.DOI
  2. Senlin Luo, Limin Pan (2026). Big Data and Cybersecurity. Big data management.DOI
  3. Senlin Luo, Limin Pan (2026). Big Data and Medical Information Processing. Big data management.DOI
  4. Senlin Luo, Limin Pan (2026). Core Architecture of Big Data Analysis. Big data management.DOI
  5. Senlin Luo, Limin Pan (2026). Big Data and Natural Language Processing (NLP). Big data management.DOI
  6. Senlin Luo, Limin Pan (2026). Big Data Analysis and Computational Models. Big data management.DOI
  7. Senlin Luo, Limin Pan (2026). Fundamentals of Big Data Analysis. Big data management.DOI
  8. Hakima Khelifi, Senlin Luo, Boubakr Nour, Hassine Moungla, Syed Hassan Ahmed (2020). Vehicular Networks in the Eyes of Future Internet Architectures. Advances in wireless technologies and telecommunication book series.DOI

书籍

  1. Senlin Luo, Limin Pan (2026). Big Data Analysis. Big data management.DOI

研究方向

互联网技术地质学计算机软件及计算机应用

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