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基于提示学习的API评论知识图谱构建方法
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作者 杨延军 刘名威 +1 位作者 彭鑫 赵文耘 《计算机应用与软件》 北大核心 2026年第2期8-15,31,共9页
API(Application Programming Interface)是现代软件开发中提升效率的重要组件,开发者经常在问答社区的评论中学习不同类型的API知识,由此引发一系列对API评论进行分类的研究工作。然而相关工作在分类时均需要大量标注数据,成本较高。为... API(Application Programming Interface)是现代软件开发中提升效率的重要组件,开发者经常在问答社区的评论中学习不同类型的API知识,由此引发一系列对API评论进行分类的研究工作。然而相关工作在分类时均需要大量标注数据,成本较高。为此,提出一种基于提示学习的API评论知识图谱构建方法,能够将评论分类任务转化为模型擅长的单词预测任务从而提升分类效果。相对于基线方法,该方法的F1指标提升16.1%~21%,召回率提升30.6%~36.2%。此外,所提出的知识图谱结构可以将不同帖子中的API评论按照不同粒度、不同类别、去冗余地整合在一起。并且通过实验证明所建知识图谱能够有效帮助开发者学习相关API知识。 展开更多
关键词 api评论 提示学习 知识图谱
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基于AI智能体的隐藏RESTful API识别与漏洞检测方法
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作者 林怡 夏冰 +3 位作者 王永 孟顺达 刘居宠 张书钦 《计算机应用》 北大核心 2026年第1期135-143,共9页
伴随RESTful API在现代Web服务中的普及,安全问题日益凸显。而现有的主流API识别与漏洞检测工具依赖API文档或公开路径进行扫描,在识别隐藏API或无文档API时效果有限,在复杂或动态API环境下漏洞误报率高。针对这些挑战,基于上下文协议(M... 伴随RESTful API在现代Web服务中的普及,安全问题日益凸显。而现有的主流API识别与漏洞检测工具依赖API文档或公开路径进行扫描,在识别隐藏API或无文档API时效果有限,在复杂或动态API环境下漏洞误报率高。针对这些挑战,基于上下文协议(MCP)无缝通信智能体,提出一种隐藏API发现和漏洞检测的智能体系统A2A(Agent to API vulnerability detection)来实现从API发现到漏洞检测的全流程自动化。A2A通过自适应枚举和HTTP响应分析自动识别潜在的隐藏API端点,并结合服务特定的API指纹库进行隐藏API的确认和发现。A2A在API漏洞检测上则是结合大语言模型(LLM)与检索增强生成(RAG)技术,并通过反馈迭代优化策略,自动生成高质量测试用例以验证漏洞是否存在。实验评估结果表明,A2A的平均API发现率为91.9%,假发现率为7.8%,并成功发现NAUTILUS和RESTler未能检测到的多个隐藏API漏洞。 展开更多
关键词 RESTful api 漏洞检测 大语言模型 检索增强生成 AI智能体
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MO_BLA:基于规则集与深度学习的API风险检测
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作者 邵游朋 袁建廷 +1 位作者 郑金 杨楠 《计算机应用与软件》 北大核心 2026年第1期142-148,232,共8页
在数字化转型过程中信息流通以及各种程序、应用和系统之间的连接,使得API在应用架构中变得更加普遍。API作为应用程序之间、应用与用户之间交互的桥梁,承载着企业的业务逻辑和大量敏感数据,在数字时代呈爆发式增长,围绕API安全的探索... 在数字化转型过程中信息流通以及各种程序、应用和系统之间的连接,使得API在应用架构中变得更加普遍。API作为应用程序之间、应用与用户之间交互的桥梁,承载着企业的业务逻辑和大量敏感数据,在数字时代呈爆发式增长,围绕API安全的探索成为当下不可回避的话题。故设计一种API风险检测模型(MO_BLA),利用ModSecurity规则集对风险API误报率低的优点,融入深度学习模型并引入注意力机制,提高API风险检测的准确率。实验结果表明,该方法在API风险检测上具有明显的优势,其识别准确率可达97.50%。 展开更多
关键词 api安全风险 深度学习 数据安全 漏洞检测
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Cuda-Gen:一种基于API知识图覆盖驱动的CUDA模糊测试框架
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作者 宋霁洋 范希明 +3 位作者 高心怡 丁雪川 雷琦 方勇 《四川大学学报(自然科学版)》 北大核心 2026年第2期259-274,共16页
在人工智能驱动的时代,NVIDIA CUDA库已成为加速计算密集型任务不可或缺的工具,但由于其闭源代码和独特的编程范式,其安全性评估仍然严重不足。现有研究还没有专门针对CUDA库的漏洞挖掘工具。本文讨论了对CUDA库进行模糊测试所面临的挑... 在人工智能驱动的时代,NVIDIA CUDA库已成为加速计算密集型任务不可或缺的工具,但由于其闭源代码和独特的编程范式,其安全性评估仍然严重不足。现有研究还没有专门针对CUDA库的漏洞挖掘工具。本文讨论了对CUDA库进行模糊测试所面临的挑战:1)缺乏指导导致生成的测试驱动能够覆盖的API范围有限;2)基于大模型生成的测试驱动在输入变异方面效率低下。本文提出了一种名为Cuda-Gen的新工具,用于发现CUDA库中的潜在漏洞。Cuda-Gen能够从零开始为各种CUDA库函数生成测试驱动,执行高效的参数变异,并适配多种CUDA库的需求。首先,利用大语言模型(LLM)从CUDA文档和示例代码中提取语义关系,构建知识图谱,从而优先考虑API交互与上下文依赖关系。提出API覆盖位图,以引导模糊测试器探索测试不足的库函数。此外,API知识图谱还结合编译器诊断信息来修复错误的桩代码,从而提升编译成功率。随后,Cuda-Gen使用大模型分析并解耦参数依赖关系,区分可变参数,对其进行参数隔离变异,以提高变异效率。在3个CUDA版本(12.4、12.7和13.0)以及6个被广泛使用的库(如cuBLAS、cuFFT)上的评估表明,Cuda-Gen相较于基线工具Fuzz4all,平均实现了2.97倍的API覆盖率和4.0倍的API边覆盖率。实验还发现了3个未知漏洞,已由NVIDIA安全团队验证。 展开更多
关键词 模糊测试 基于大语言模型的知识图谱 CUDA库安全 api覆盖位图
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Applications of capillary electrophoresis in traditional Chinese medicine
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作者 Xinyi Zhang Jiankun Jin +4 位作者 Zixuan Che Rui Liu Ying Li Meng Zhang Yu Chen 《Asian Journal of Traditional Medicines》 2025年第5期238-247,共10页
Capillary electrophoresis(CE),recognized for its minimal reagent dosage,rapid analysis,and high efficiency,holds significant promise for the analysis of traditional Chinese medicines(TCM).This article reviews the appl... Capillary electrophoresis(CE),recognized for its minimal reagent dosage,rapid analysis,and high efficiency,holds significant promise for the analysis of traditional Chinese medicines(TCM).This article reviews the application of CE in the determination of active ingredients in TCM.The active substances of herbal medicines have been classified and discussed based on their chemical properties,and the CE methods applied to different substances are summarized and discussed.This article also provides some suggestions for future research and improvement. 展开更多
关键词 capillary electrophoresis traditional Chinese medicine application
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互联网医院API安全治理与风险监测技术研究
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作者 刘玉兵 《中国信息界》 2026年第2期205-207,共3页
引言随着互联网医院的发展,医疗信息系统的相互连接日益紧密,API接口成为数据交换与业务协作的关键渠道。然而,接口开放引发的安全隐患愈发凸显,如凭证滥用、参数注入、会话重放等事件频繁出现,极大威胁了数据安全与业务持续运行。现存... 引言随着互联网医院的发展,医疗信息系统的相互连接日益紧密,API接口成为数据交换与业务协作的关键渠道。然而,接口开放引发的安全隐患愈发凸显,如凭证滥用、参数注入、会话重放等事件频繁出现,极大威胁了数据安全与业务持续运行。现存系统在权限管理、请求验证以及日志可观测方面依旧存在短板,造成异常行为无法及时被发现和跟踪[1]。面对这一挑战,搭建一套系统化的安全治理框架十分必要。 展开更多
关键词 风险监测技术 互联网医院 api安全治理
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Application of Traditional Chinese Medicine Hot Compress Package Combined with Kinesio Taping in Postoperative Nursing of Total Knee Arthroplasty
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作者 Dan Xiao Qiujin Hao +2 位作者 Yana He Ran An Xiaoqing Zhang 《Journal of Clinical and Nursing Research》 2025年第10期72-79,共8页
Objective:To explore the application of external application of Traditional Chinese Medicine(TCM)hot compress package combined with Kinesio Taping in postoperative nursing of total knee arthroplasty.Methods:90 patient... Objective:To explore the application of external application of Traditional Chinese Medicine(TCM)hot compress package combined with Kinesio Taping in postoperative nursing of total knee arthroplasty.Methods:90 patients with severe knee osteoarthritis who underwent total knee arthroplasty in our department from January to December 2022 were randomly divided into two groups using a random number table method:one group was named the conventional group(n=45),which received the standard orthopedic nursing process throughout,including basic pain management,incision care,and functional exercise guidance;the other group was defined as the experimental group(n=45),which,in addition to the conventional nursing framework,incorporated the local transdermal drug delivery technique of TCM hot compress package and the biomechanical correction scheme of Kinesio Taping for collaborative intervention.Finally,the differences in postoperative resting/active pain scores(VAS)of the affected limb and satisfaction with nursing services between the two groups were compared using quantitative assessment tools.Results:The satisfaction with nursing care in the conventional group was significantly lower than that in the experimental group(P<0.05);the VAS score after nursing in the conventional group was significantly higher than that in the experimental group(P<0.05).Conclusion:The application of external application of TCM hot compress package combined with Kinesio Taping in postoperative nursing of total knee arthroplasty has a definite effect,reducing pain and improving patient satisfaction with nursing services. 展开更多
关键词 Acupoint hot compress application effect Kinesio taping Knee osteoarthritis
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API接口资源漏洞分析及访问控制方法研究与实现
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作者 黎鹏 刘智文 +1 位作者 王重杨 廖明亮 《数字通信世界》 2026年第2期47-49,共3页
API数量爆发式增长使安全威胁加剧,针对其开放性与传统防护不足的矛盾,本文提出基于RBAC和API资源树结合的访问控制模型,通过构建资源树、设计五张核心数据表,实现.NET Core权限验证,解决细粒度权限管控问题,防止越权访问。
关键词 api 接口资源 漏洞分析 访问控制 模型实现
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BCH 012—88与API 1104焊接标准在油气管道工程中的应用差异对比
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作者 袁运栋 叶建军 +1 位作者 杨永杰 孟川 《石化技术》 2026年第1期1-3,共3页
油气管道工程作为能源输送的重要基础设施,管道焊接质量是保障油气管道安全运行的关键因素,而焊接标准则是指导和规范焊接工作的依据。基于此,通过对BCH 012—88和API 1104两种焊接标准进行深入对比,探究两者存在的差异性,并对其应用情... 油气管道工程作为能源输送的重要基础设施,管道焊接质量是保障油气管道安全运行的关键因素,而焊接标准则是指导和规范焊接工作的依据。基于此,通过对BCH 012—88和API 1104两种焊接标准进行深入对比,探究两者存在的差异性,并对其应用情况进行分析,以期为保障我国企业海外油气管道工程建设项目的焊接质量奠定基础。 展开更多
关键词 BCH 012—88 api 1104 焊接标准 油气管道 差异对比
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VAE型API胶黏剂的制备与性能表征
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作者 宋孟璐 《当代化工研究》 2026年第1期103-105,共3页
以醋酸乙烯-乙烯共聚乳液(VAE)、聚乙烯醇(PVA)溶液、重质碳酸钙(CaCO_(3))和邻苯二甲酸二丁酯(DBP)为主剂,和异氰酸酯固化剂(型号:PM200)共混制备了VAE型水性高分子-异氰酸酯(API)胶黏剂。考察了PVA的聚合度和质量分数、PM200固化剂的... 以醋酸乙烯-乙烯共聚乳液(VAE)、聚乙烯醇(PVA)溶液、重质碳酸钙(CaCO_(3))和邻苯二甲酸二丁酯(DBP)为主剂,和异氰酸酯固化剂(型号:PM200)共混制备了VAE型水性高分子-异氰酸酯(API)胶黏剂。考察了PVA的聚合度和质量分数、PM200固化剂的用量、碳酸钙的用量对API胶黏剂性能的开放期、拉伸剪切强度和耐水性影响。研究结果表明:采用PVA1788,质量分数为14%,CaCO_(3)用量为30%,PM200用量为13%(基于主剂)时,制备API胶黏剂的开放期可达120 min,干强度最高可达12.5 MPa,湿强度可达4.4 MPa(20℃浸泡4天)和4.5 MPa(沸水煮6 h后20℃浸泡2 h),达到了欧洲EN 204:2016-D4级标准。 展开更多
关键词 VAE乳液 api胶黏剂 开放期 拉伸剪切强度 耐水性
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ISO 10425与API 9A给出6股公称直径102 mm钢丝绳最小破断拉力有误分析及预估
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作者 沈志军 秦万信 《金属制品》 2026年第1期39-43,共5页
基于数理统计分析,认为API Specification 9A/ISO 10425:2003、API Specification 9A:2011、API Specification 9A:2020、ISO 10425:2023等给出6股公称直径102 mm钢丝绳最小破断拉力6340 kN有误,且明显偏小;相关标准中粗直径6股钢丝绳... 基于数理统计分析,认为API Specification 9A/ISO 10425:2003、API Specification 9A:2011、API Specification 9A:2020、ISO 10425:2023等给出6股公称直径102 mm钢丝绳最小破断拉力6340 kN有误,且明显偏小;相关标准中粗直径6股钢丝绳最小破断拉力与公称直径之间存在可用数理统计方法获得的数学关系式;给出对应公称直径102 mm钢丝绳最小破断拉力预估值为6770 kN。 展开更多
关键词 ISO 10425 api 9A 粗直径钢丝绳 最小破断拉力 数理统计
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Application of Whole Slide Imaging Technology in Clinical Pathological Diagnosis
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作者 Zhenjie Wang Jianguo Huai 《Journal of Clinical and Nursing Research》 2026年第1期21-26,共6页
Whole Slide Imaging (WSI) technology, as a revolutionary digital technology in the field of pathology, is gradually changing the traditional clinical pathological diagnosis model. By converting traditional glass patho... Whole Slide Imaging (WSI) technology, as a revolutionary digital technology in the field of pathology, is gradually changing the traditional clinical pathological diagnosis model. By converting traditional glass pathological sections into complete digital images through high-resolution scanning, it provides a new method for pathological diagnosis. Based on this, this paper studies the application of WSI technology in clinical pathological diagnosis, elaborates on its application value, analyzes the current application status, and proposes corresponding application countermeasures, aiming to provide reference for the standardized and popularized development of this technology in clinical pathological diagnosis. 展开更多
关键词 Whole slide imaging(WSI)technology Clinical pathological diagnosis application value Current status application countermeasures
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Study on the development,applications,and standardization status of environmental DNA(eDNA)technology in China
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作者 Li Xiawei Duan Bin +3 位作者 Lu Jing Li Xueling Wang Min Yang Yongqi 《China Standardization》 2026年第1期54-59,共6页
Environmental DNA(eDNA)technology has revolutionized biodiversity monitoring with its non-invasive,sensitive,and cost-efficient approach.This paper systematically reviews eDNA advancements,examining its applications i... Environmental DNA(eDNA)technology has revolutionized biodiversity monitoring with its non-invasive,sensitive,and cost-efficient approach.This paper systematically reviews eDNA advancements,examining its applications in aquatic and terrestrial ecosystems and assessing China’s standardization progress.It delineates four developmental phases from single-species detection to high-throughput sequencing,and highlights China’s contribution to the development of technical standards.While significant progress has been made,challenges persist in quantitative accuracy,methodological consistency,and large-scale implementation.Future efforts should prioritize enhanced standardization,improved quantification techniques,broader applications,and international collaboration to drive innovation in eDNA technology. 展开更多
关键词 environmental DNA development application standardization status
原文传递
Advances in the Construction and Application of Lignin-Based Hydrogels
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作者 JiaziWang Yanxia An +4 位作者 Jingyuan Su Keke Liu Jian Zhang Yang Zhao Linlin Li 《Journal of Renewable Materials》 2026年第2期26-49,共24页
Lignin,the most abundant natural aromatic polymer globally,has garnered considerable interest due to its rich and diverse active functional groups and its antioxidant,antimicrobial,and adhesive properties.Recent resea... Lignin,the most abundant natural aromatic polymer globally,has garnered considerable interest due to its rich and diverse active functional groups and its antioxidant,antimicrobial,and adhesive properties.Recent research has significantly improved the performance of lignin-based hydrogels,suggesting their substantial potential in fields such as biomedicine,environmental science,and agriculture.This paper reviews the process of lignin extraction,systematically introduces synthesis strategies for preparing lignin-based hydrogels,and discusses the current state of research on these hydrogels in biomedical and environmental protection fields.It concludes by identifying the existing challenges in lignin hydrogel research and envisioning future prospects and development trends. 展开更多
关键词 LIGNIN HYDROGEL application controlled drug delivery ADSORBENT
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Recent Advances in Hydrothermal Carbonization of Biomass:The Role of Process Parameters and the Applications of Hydrochar
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作者 Cheng Zhang Rui Zhang +5 位作者 Yu Shao Jiabin Wang Qianyue Yang Fang Xie Rongling Yang Hongzhen Luo 《Journal of Renewable Materials》 2026年第1期53-74,共22页
Biomass is a resourcewhose organic carbon is formed from atmospheric carbon dioxide.It has numerous characteristics such as low carbon emissions,renewability,and environmental friendliness.The efficient utilization of... Biomass is a resourcewhose organic carbon is formed from atmospheric carbon dioxide.It has numerous characteristics such as low carbon emissions,renewability,and environmental friendliness.The efficient utilization of biomass plays a significant role in promoting the development of clean energy,alleviating environmental pressures,and achieving carbon neutrality goals.Among the numerous processing technologies of biomass,hydrothermal carbonization(HTC)is a promising thermochemical process that can decompose and convert biomass into hydrochar under relatively mild conditions of approximately 180℃–300℃,thereby enabling its efficient resource utilization.In addition,HTC can directly process feedstocks with high moisture content without the need for high-temperature drying,resulting in lower energy consumption.Based on a systematic analysis of the critical articles mainly published in 2011-2025 related to biomass,HTC,and hydrochar applications,in this review,the category of biomass was first classified and the chemical compositions were summarized.Then,the main chemical reaction pathways involved in biomass decomposition and transformation during the HTC process were introduced.Meanwhile,the roles of key process parameters,including reaction temperature,residence time,pH,feedstock type,pressure,mass ratio of biomass to water,and the use of catalysts on HTC,were carefully discussed.Finally,the applications of hydrochar in energy utilization,environmental remediation,soil improvement,adsorbent,microbial fermentation,and phosphorus recovery fields were highlighted.The future directions of the HTC process were also provided,which would respond to climate change by promoting the development of the sustainable carbon materials field. 展开更多
关键词 BIOMASS LIGNOCELLULOSE hydrothermal carbonization hydrochar application FERMENTATION
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Evaluation,Validation,and Application of Sex-Specific Molecular Marker in Kiwifruit(Actinidia spp.)
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作者 Hui Zhang Yingchun He +5 位作者 Min Hong Yang Wang Mingzhang Li Qiguo Zhuang Kui Du Yue Xie 《Phyton-International Journal of Experimental Botany》 2026年第2期69-85,共17页
The genus Actinidia is primarily functionally dioecious,and early sex identification plays a crucial role in improving breeding efficiency and reducing production costs.In this study,the accuracy of three sex-linked m... The genus Actinidia is primarily functionally dioecious,and early sex identification plays a crucial role in improving breeding efficiency and reducing production costs.In this study,the accuracy of three sex-linked molecular markers(SyGI[Shy Girl],FrBy[Friendly Boy],and SmY1)in sex identification was evaluated in various Actinidia species.The selected marker products were subsequently cloned and sequenced in six wild Actinidia species.Ninety-six wild A.chinensis chinensis accessions and 74 A.chinensis deliciosa accessions,most of which were wild,with only one cultivated,were used for comprehensive primer validation.Thirty-three juvenile A.chinensis chinensis hybrid seedlings were used for practical application tests.The results showed that the marker SyGI accurately identified the sex of 20 samples from six Actinidia species and 96 A.chinensis chinensis accessions with 100%reliability.For Actinidia chinensis deliciosa,the identification accuracy reached 98.65%.Sequence analysis revealed that SyGI shared the highest similarity with the male-specific genomic region.Furthermore,SyGI achieved 100%accuracy in identifying the sex of 33 juvenile A.chinensis chinensis individuals.The findings confirm that the SyGI marker possesses high accuracy,strong specificity,and broad applicability,making it a valuable tool for kiwifruit breeding programs.The cloned sequences from wild Actinidia species also provide important references for future research on the mechanisms of sexual evolution and determination. 展开更多
关键词 ACTINIDIA DIOECIOUS sex identification SyGI accuracy SPECIFICITY applicability
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A REST API Fuzz Testing Framework Based on GUI Interaction and Specification Completion
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作者 Zonglin Li Xu Zhao +2 位作者 Yan Cao Yazhe Li Yihong Zhang 《Computers, Materials & Continua》 2026年第3期2201-2222,共22页
With the rapid development of Internet technology,REST APIs(Representational State Transfer Application Programming Interfaces)have become the primary communication standard in modern microservice architectures,raisin... With the rapid development of Internet technology,REST APIs(Representational State Transfer Application Programming Interfaces)have become the primary communication standard in modern microservice architectures,raising increasing concerns about their security.Existing fuzz testing methods include random or dictionary-based input generation,which often fail to ensure both syntactic and semantic correctness,and OpenAPIbased approaches,which offer better accuracy but typically lack detailed descriptions of endpoints,parameters,or data formats.To address these issues,this paper proposes the APIDocX fuzz testing framework.It introduces a crawler tailored for dynamic web pages that automatically simulates user interactions to trigger APIs,capturing and extracting parameter information from communication packets.A multi-endpoint parameter adaptation method based on improved Jaccard similarity is then used to generalize these parameters to other potential API endpoints,filling in gaps in OpenAPI specifications.Experimental results demonstrate that the extracted parameters can be generalized with 79.61%accuracy.Fuzz testing using the enriched OpenAPI documents leads to improvements in test coverage,the number of valid test cases generated,and fault detection capabilities.This approach offers an effective enhancement to automated REST API security testing. 展开更多
关键词 REST apis fuzz testing Openapi specifications
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基于微项目的初中信息科技数字化教学实践——以“调用API制作天气预报”为例
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作者 冯巨恒 《中国现代教育装备》 2026年第2期47-50,共4页
随着国家教育数字化战略行动不断向纵深推进,学校越来越重视数字化人才的培养。本文尝试创新课堂教学模式,在初中信息科技课程教学中结合微项目学习,设计基于微项目的数字化教学并应用于日常教学,以提高学生的课堂学习参与度,提升学生... 随着国家教育数字化战略行动不断向纵深推进,学校越来越重视数字化人才的培养。本文尝试创新课堂教学模式,在初中信息科技课程教学中结合微项目学习,设计基于微项目的数字化教学并应用于日常教学,以提高学生的课堂学习参与度,提升学生的核心素养。 展开更多
关键词 微项目 信息科技 数字化教学 api
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Supramolecular self-assembled graphitic carbon nitride catalyst:A comprehensive review on design principle,synthesis strategy,functionalization and application
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作者 Hao Yang Shaodong Sun +1 位作者 Qing Yang Jie Cui 《Nano Materials Science》 2026年第2期364-437,共74页
Graphitic carbon nitride(g-CN)stands out as the most promising candidate for solar energy conversion owing to its easy preparation,metal-free nature,flexible molecular structure,moderate bandgap,and excellent thermal/... Graphitic carbon nitride(g-CN)stands out as the most promising candidate for solar energy conversion owing to its easy preparation,metal-free nature,flexible molecular structure,moderate bandgap,and excellent thermal/chemical stability.To enhance the performance of intrinsic g-CN,a supramolecular self-assembly strategy has been proposed to regulate the molecular structure of supramolecular precursors through non-covalent interactions across molecular building blocks,thereby optimizing the electronic structure of g-CN.This review provides a comprehensive overview of the recent progress in supramolecular self-assembly-derived graphitic carbon nitride(SM-CN)from both experimental and theoretical computational research in synthesis strategies,including synthesis methods and influencing factors,providing a theoretical foundation for the design of supramolecular assembly.It also discusses modification strategies,such as internal modification of the conjugated plane,interlayer optimization,and construction of heterointerfaces to improve the electronic structure of SM-CN owing to its unique layered structure.This review further summarizes the applications of SM-CN in environment and energy,including wastewater treatment,sterilization and disinfection/air purification,water splitting,H_(2)O_(2)production,organic synthesis/biomass conversion,CO_(2)reduction,photocatalytic coupling technology.Finally,perspectives and outlooks for the future development of SM-CN aim to inspire further innovation in the design and construction of high-performance SM-CN for broader applications. 展开更多
关键词 Graphitic carbon nitride PHOTOCATALYSIS Supramolecular self-assembly FUNCTIONALIZATION application
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Dynamic Malware Detection Method Based on API Multiple Subsequences
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作者 Jinhuo Liang Jinan Shen +2 位作者 Pengfei Wang Fang Liang Xuejian Deng 《Computers, Materials & Continua》 2026年第4期1802-1820,共19页
The method for malware detection based on Application Programming Interface(API)call sequences,as a primary research focus within dynamic detection technologies,currently lacks attention to subsequences of API calls,t... The method for malware detection based on Application Programming Interface(API)call sequences,as a primary research focus within dynamic detection technologies,currently lacks attention to subsequences of API calls,the variety of API call types,and the length of sequences.This oversight leads to overly complex call sequences.To address this issue,a dynamic malware detection approach based on multiple subsequences is proposed.Initially,APIs are remapped and encoded,with the introduction of percentile lengths to process sequences.Subsequently,a combination of One-Dimensional Convolutional Neural Network(1D-CNN)and Bidirectional Long Short-Term Memory(Bi-LSTM)networks,along with an attention mechanism,is employed to extract features from subsequences of varying lengths for feature fusion and classification.Experiments conducted on two widely used public API-based datasets,namelyMalBehavD-V1 and Alibaba Cloud,demonstrate that the proposedmethod reduces the number of API call types by approximately 20%compared to representative deep learning–based API sequence detection methods,while achieving a peak accuracy of 98.70%.Additionally,experimental results indicate that sequence length at the 95th percentile represents the optimal solution that balances classification performance and computational efficiency. 展开更多
关键词 Malware detection api call types percentile deep learning
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